{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hierarchical Risk Parity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The key idea of hierarchical risk parity is to use hierarchical clustering on the covariance matrix to be able to group assets with similar correlations together and reduce the number of degrees of freedom by only considering 'similar' assets as substitutes when constructing the portfolio."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:22.495406Z",
     "start_time": "2018-12-27T19:37:22.490377Z"
    }
   },
   "outputs": [],
   "source": [
    "import random\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.cluster.hierarchy import linkage\n",
    "from scipy.spatial.distance import pdist, squareform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:22.649374Z",
     "start_time": "2018-12-27T19:37:22.642791Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.style.use('fivethirtyeight')\n",
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:26.512441Z",
     "start_time": "2018-12-27T19:37:22.808322Z"
    }
   },
   "outputs": [],
   "source": [
    "with pd.HDFStore('../../data/assets.h5') as store:\n",
    "    sp500_stocks = store['sp500/stocks'].index \n",
    "    prices = store['quandl/wiki/prices'].adj_close.unstack('ticker').filter(sp500_stocks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:26.515222Z",
     "start_time": "2018-12-27T19:37:26.513638Z"
    }
   },
   "outputs": [],
   "source": [
    "start = 1988\n",
    "end = 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:26.567702Z",
     "start_time": "2018-12-27T19:37:26.516486Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 359 entries, 1988-02-29 to 2017-12-31\n",
      "Freq: M\n",
      "Columns: 214 entries, MMM to XRX\n",
      "dtypes: float64(214)\n",
      "memory usage: 603.0 KB\n"
     ]
    }
   ],
   "source": [
    "monthly_returns = prices.loc[f'{start}':f'{end}'].resample('M').last().pct_change().dropna(how='all')\n",
    "monthly_returns = monthly_returns.dropna(axis=1)\n",
    "monthly_returns.columns.names = ['Ticker']\n",
    "monthly_returns.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HRP Source"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first step is to compute a distance matrix that represents proximity for correlated assets and meets distance metric requirements. The resulting matrix becomes an input to the scipy hierarchical clustering function that computes the successive clusters using one of several available methods as discussed above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:26.571156Z",
     "start_time": "2018-12-27T19:37:26.569114Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_inverse_var_pf(cov, **kargs):\n",
    "    \"\"\"Compute the inverse-variance portfolio\"\"\" \n",
    "    ivp = 1 / np.diag(cov)\n",
    "    return ivp / ivp.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:26.583832Z",
     "start_time": "2018-12-27T19:37:26.572321Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_distance_matrix(corr):\n",
    "    \"\"\"Compute distance matrix from correlation; \n",
    "        0 <= d[i,j] <= 1\"\"\" \n",
    "    return np.sqrt((1 - corr) / 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Correlation Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:26.616692Z",
     "start_time": "2018-12-27T19:37:26.584919Z"
    }
   },
   "outputs": [],
   "source": [
    "cov = monthly_returns.cov()\n",
    "corr = monthly_returns.corr()\n",
    "corr.columns.names=['Ticker']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:28.495388Z",
     "start_time": "2018-12-27T19:37:27.956887Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = sns.diverging_palette(10, 250, as_cmap=True)\n",
    "fig, ax = plt.subplots(figsize=(11,10))\n",
    "sns.heatmap(corr, center = 0, cmap = cmap, ax=ax)\n",
    "fig.tight_layout()\n",
    "# fig.savefig('correl_map.png', dpi=300);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Cluster Return Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:30.842988Z",
     "start_time": "2018-12-27T19:37:30.818778Z"
    }
   },
   "outputs": [],
   "source": [
    "def quasi_diagonalize(link):\n",
    "    \"\"\"sort clustered assets by distance\"\"\"\n",
    "    link = link.astype(int)\n",
    "    sort_idx = pd.Series([link[-1, 0], link[-1, 1]])\n",
    "    num_items = link[-1, 3]  # idx of original items\n",
    "    while sort_idx.max() >= num_items:\n",
    "        sort_idx.index = list(range(0, sort_idx.shape[0] * 2, 2))  # make space\n",
    "        df0 = sort_idx[sort_idx >= num_items]  # find clusters\n",
    "        i = df0.index\n",
    "        j = df0.values - num_items\n",
    "        sort_idx[i] = link[j, 0]  # item 1\n",
    "        df0 = pd.Series(link[j, 1], index=i + 1)\n",
    "        sort_idx = sort_idx.append(df0)  # item 2\n",
    "        sort_idx = sort_idx.sort_index()  # re-sort\n",
    "        sort_idx.index = list(range(sort_idx.shape[0]))  # re-index\n",
    "    return sort_idx.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:31.006472Z",
     "start_time": "2018-12-27T19:37:30.993203Z"
    }
   },
   "outputs": [],
   "source": [
    "distance_matrix = get_distance_matrix(corr)\n",
    "linkage_matrix = linkage(squareform(distance_matrix), 'single')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:33.398282Z",
     "start_time": "2018-12-27T19:37:33.257045Z"
    }
   },
   "outputs": [],
   "source": [
    "sorted_idx = quasi_diagonalize(linkage_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Cluster Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The linkage_matrix  can be used as input to the seaborn.clustermap function to visualize the resulting hierarchical clustering. The dendrogram displayed by seaborn shows how individual assets and clusters of assets merged based on their relative distances."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compared to a seaborn.heatmap of the original correlation matrix above, there is now significantly more structure in the sorted data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:35.518341Z",
     "start_time": "2018-12-27T19:37:35.064894Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clustergrid = sns.clustermap(distance_matrix, \n",
    "                             method='single', \n",
    "                             row_linkage=linkage_matrix, \n",
    "                             col_linkage=linkage_matrix, \n",
    "                             cmap=cmap, center=0);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:41.114886Z",
     "start_time": "2018-12-27T19:37:38.714099Z"
    }
   },
   "outputs": [],
   "source": [
    "clustergrid.savefig('clustermap.png', dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:41.118104Z",
     "start_time": "2018-12-27T19:37:41.116096Z"
    }
   },
   "outputs": [],
   "source": [
    "sorted_idx = clustergrid.dendrogram_row.reordered_ind"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:41.128600Z",
     "start_time": "2018-12-27T19:37:41.119377Z"
    }
   },
   "outputs": [],
   "source": [
    "sorted_tickers = corr.index[sorted_idx].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:44.196904Z",
     "start_time": "2018-12-27T19:37:43.653431Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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T/NQO9KtulMExPIJ37tS2Sqonxw7nIPrKMHLaeHmYvDnB1J/GIybsRm2DwWAwGAwGg8EwPpDq6+uL5Bw2ZApuVYQ5GHRTNjcsLrn+4fLxNy93UQuuGHJ17sXSBseDZraUz/GL/EVsgOTqHaGr+8zPsGZLeJWWKxfUH5/RmjyTK2lcjQhtoN62rm1NST24UsKVF65QhvXf3eoFN/42eH935XHFhbbhaklzScefq1XN0PbnKqe/GuWu16jECFbQWCc+j20JrdhypYmrt1wBZF25YqQr2/Qf9ovfX+GNkboaxVVtRn8mYfWcK0msk57n6hNX97jC5kXJWrH5FhscNZ8AMw9zVY+YM83lI3lho4sGqB/SjuxP1o9jiivACq6arcfK69yO8GZ/jiPtA9af/hazNTeH95SiMXOxQzoWnYptZNTzobEg8tI2B3P1Vm3JMccxMgXRRI5tXqORHj6bG5rpN/RZRsRCMoYR03jjKwTmDeC4ja0Ac/7S8zERgdi8xzHTW9qsy3Mct+wXlsf5tQV9qnMBfYXj3MsOD7vTV3Ve4zM4t3JMxTYKa3v5DC+HCp5H2zASqPMNN1Dz2ewjbnpmVFvrF8t7Ue/N4ZW+zns90QTO4fB1+hvnhA5EHPUdGduYzMzunIf43tDxFYt8MPLV2hjOv6E+Eotq9SH6w2uYb0bnFrab2c1jERj6kw5n1o3CAJO8aG4450573Y6zye8NnHXjYzu+6GXEf33kL3d80csIi1TsJKjytKvgj5tdBQfdroI/9nYVOlmOJ/BH1K6iPqKOsTPgC3pX0b4H+jmk4rG3wQRlu4rYD+5XGukAbW1n0QN613hBiI63s+APxl3FjnTRXynEVNb2JmKLPjuDhohS384gluRuZ8AFjF1FbgcflHsDe+IdyQ/2XcWemC+5WLGrGCfD2fAywT4qDAaDwWAwGAwGw27BNmpvB8GNs9jYyQ3ZpDy987OOCnXr+48sH2sIkZumY3SP2sjGLA3HMszaXMsQdHgDJOk+ugk8P+ZWUGIbpAnWVUP0/UPZcrtIsUpjpZ+h3dhqX3sp5Eu6Cusx5IXOC8HzGhrluSmBnADbHjOErLQMTw8f1IR2hKb/uKYf56H/XuojtjW2+ZZh9HqEh7V+XL3LR+hF1Y0Ml2PDeM5t2tU+4kpeSCt+23qzPKV8kKLGa2d2uNwpjNJsRGqK9uakrgMIdTekwz7BjYJ8pkYGYrQehtmHc2E6mNqBVINn17uKcoU9K/RrV78WSf6Hq4i0KVcouUpITfpi6XpSJWhz9hf9mnMTn+/uDdNVSNvhxlNSbvz8H6UyIhQftosUidbG5JmkOXl0vGpnJ+ZLCW++D1ORWB7rEdocznqQahTbrD48VClGUCtuAz9zr9RjIZrzxppNLiJNvX7d3N4XiWQOjYQ3stK3tA0Fjwrq+pzjecSjpbk+1/FDezBCSx8bhu/l0EcaRaJP8N3EiHqjlx+iMtdNjI7HPo9FrbLeGKh8b2fz7u8Ucpg91c1ZnG+0jNoAlVXE97dYG7WqtDnL4zhrpOAJfEjHfOxdQgp2TGCjLfBuJc2J4Dt88yCpwEmdYhEpUhXZRi8P01D4vaHgmGI/sy2x/BqG8YNx3UMXXHCBnHXWWRXnf/e730l7e7usXr1aVq9eLe3t7eV/c+bMkZNOOqkiacfdd9/tXTdr1iw54YQT5IEHHnilmrNPgpOoYXzC+shg2H1QEcwwPhH6oDCML4xHGqFhz2GfGYH33nuvrFq1SlasWCGvf/3r5d3vfrc8+eST3jWNjY2yatUqWbVqlTz00EPyhje8Qd71rnfJmjVr9lKtDQaDwWAwGAz7AlKpvftvb2OfWcKcPHmydHZ2Smdnp3z84x+X2267TR5++GFZuHBh+ZpUKiWdnZ0iItLZ2SlXX3213HrrrfLUU0/J7NmzK8okbaAkVS4DWW5qY0jVHZPy9M9feLR8fN8VyfmB4fCXOkP/00GR4sZupc4w7Lm2L0zlIRjyVfpVC8LNpFiRPpCL6MyrIgNXhiY3QKu6EFawIK3Eoy5VVarWxNRfSG9heFXDybENpnweQ9Y8r9Qav++R6wCrLAfOcMpdoQ2CMXoGQ7jPI68BqVqqoMJNlFSh6veUPsIa8trneY+u4OrHCAaVaGgPLippOb5iTlhfn9QOUjg098twwdmgBzlZWB7D/PRfRcwGVBEpRJTCypSWGlJGKlV+REQypIekwwpBCvo66RS0b0hdyVdIc20lrYRjgBr99DMtrz4dzh9Bm7E82l1pNqSXNdSFKVncKEz76nM4r3i5GDA/xDZ/hpTpqE3PdtGvQ8p0hcjqKKk/9Huf4pXUm/7I8voxT3VifiN9k32u9WMfsv4NYJ8yVxKhcwWpNaSokWLJejP/hvZNLKdFTLEsRDmlQk9DRF2J94XU3Hgt7UX47XJ10nHHuTVGg81F6FS0k/q1nx8iTN/ylcKYUyqxw3NZ9wyq+vE3A32W9dbzVFeK5edhP7Le2kbS4Hzlwko7JveVD8tzAudZ1pNzFo8pNKK5QvhsUsrob8xZwlxezN81q30c/II2VGCf+ahQ5HI5+drXviYiIrW1cRWgfD4vd999t9TX18uiRYteqeoZDAaDwWAwGPZBjBe1ur2Fcf9RsWLFCunq6vLOFQqVK1snn3yyVFVVSSaTkUKhIHPnzpXTTjvNu2ZoaKhcViaTkbq6OvniF78oM2bMePkaYDAYDAaDwWAw7OMY9x8VRx11lNxyyy3euSeffFLOOecc79ztt98uhx56qPz5z3+WK6+8Uj73uc/JpEmTvGsaGxvl4YcTZabh4WF56KGH5KKLLpKWlhZ585vfXPFsJrwbyiemak27c8XmcIIZhkmV8iQicvr1j1acY7I6qsVQMYlqUR25RKEmU0+FJvdl3DdSGfZMyq5MPMMQo5+Yxt3HXBb1Qy70uK4qSdDFREeCUD1VsmKKDV7inpGxinq21blwbf+oK4PhU7Ia1H5cKGAo1qdzuGdnQOFQOgTLYOif7SLqR5xyUFdDUtf+RqcsQmoQ29VxgLsmlBiubtMm15apHeXj6S3UPo9tfKu0+/CYs0GIhiPi26YuRfpFZXnr+p09SDsiNQG53GRzJimDfT97avh5fSNhn1T7sS1Uf8mRPgRawXTHVpOhfFKPHiRpe12bK6Mb9mB/kfI4kE/KJu3ggOmusV7iLNSD80p1ybdIH+F4IV2CdEVSZ9LBurq+HR5zf1dKhoifyI80ptc0J2VkPDUe+pirE5W92MZZUxK/zgYSfor4/Rmjyuk19FPaidQqPpsUjlDySa1b8gxXfyrfhJJ0kt5JrBNX517U78CppHtVJpckla41TR8DZSjvypg1BUpaJR9qm/ZScvK48uakSDFK3jF99W3lc9781oIEe2OVFDsRZ3eOZ/q3/z5yRXO8vmpGYhv6IxO6ElnYmhQ0HWu0Y3WVu7Yj45T6niu6/ud8UwdTTh1L5gW+Zxvr3DGpWlQ65JgfLSb9O629kloo4r87OTYWzGotH3dvSehqtMdojfMlPo8+zjlEaZh8/5Hqxd8rseS0Wjb/PgllcOz4fYexm0kcYE7KtXXa9EYJYXPG1ZV28mnGu58HyrDnMe4/KhobG2X+/Pneuf7+/orrurq65MADD5QDDzxQmpqa5D3veY88+uij0tHhfoilUimvrEWLFsmDDz4oN998c/CjwmAwGAwGg8FgMOwY+4z6E3H00UfLggUL5IYbbtjhtdXV1TI8vPsZrg0Gg8FgMBgMhv0V4z5Ssau4+OKL5T3veY9ccsklMmvWLBFJwujd3d0ikuypeOihh+QnP/mJfPSjHw2WwaRMTTVJqC0rTNTkQpkMX5KuRKUnpT0pDUpE5Mb/9xfuecEkVr4K0prB5HxjnQsDUlmmZ8DVI5aIS8ujetGWSCKmjX2gexVBTWpK6krawdYxUBpAz6BiBxVxSE1RdY6hEXdfNk/3DKtCkbYVUgxhuJTqSQy/0zZDI6Olct33NhNXkXLBEPj6za4tDSXlnfasayvr3I9QMWkgVHLZVApJV1e5UHg7VHCo+rEV/bwlQCXxE9s5ug/pA0y+xERXeexfyuWT62kDqoGQVkKVjud6KkP0VNchZYQ0ii1bnd2ZGOmJnqTslgZXrq8O5vqOY+B3m93x/BIXiqH1J/qdHxQKri+KEWWsqSWlH9IImcuAFINu+H0zaDGq/kVKCW1QU+PapVQIET8pImkKz5TqR6rJlFZnu7Wk4TkBHo9C9X9bS4kS+12/kHJImgXnHrZB29sBGhztQSpRP5R5SDVTOiCfRyoi7TQWoMKIODoj5wbOQfWeUlFY6U5pI3/e6PyHz6OyEM+/sJnKUq6/lBLGsdMrDl4yOtBta5jorGRXUsd4H8cA54RQXQvDzmc5Lklda2lw7eKY0qSCVHDzVdvctV7iTTxoS41Sa8LJ5fxkcI5vl8k62xw8M5knH3/e/d1TKmp0zp5jMsAh50Oco8dK6nQjPc5XmuorabIi/ruaNEJNaMm5ie0azLhrmTh0EyiZqtj0XA+TTyIZK8YD+4VjUd9vTErI8Z6J0DTZX+orvG8L5iBSiPtxTYuXmDX57+a0o9v1bnFlkPpY47rcex/R7g2gs44n7Of7tPfdj4rFixfLnDlz5MYbbyzvyRgeHpYFCxaIiEhdXZ3Mnj1brrzySvngBz+4N6tqMBgMBoPBYDBMaIzrj4qlS5cGz7/uda+Tvr6+8v/zWJFKpeQ3v/lN+f/PPvtsOfvss/d8JQ0Gg8FgMBgMhv0c4/qjYm+D4fBMSS2mf8iFipmU5aCZLhZHigShSk+kPH3kjt+Wj//1n15fPvbUYhDmn1tKGvTndVvL52ZPcuHGrZlwiJ5Jjw6dk4QfM9lwCJfUFdJOWCelX5AKw7At60zqAZPfMUSrVByGumMJ49gvpDoUi8k1WxFWZj1iicRoJ72e1KzqqrDqC8HQrSr28HleEiC08ckXnOgAaQNaJ4bwX+xxifLSNVTmcA/i9Rpep71mT3U0gLW9VONxdc3h+kmB8Dr7iOFoUnJiiZ0Yoi/XH3/n80jtWLPJtV0pb0xiNTwSVlUhpk9ytET1/TG0lf3CcRRK9iXiFJhIeSIFLJacD00p+w2pELwvDXpfTEWNdtLxRQUv0tyYkI20OY4j9Zf5M5ySFVWyOF5IkWG9lRZDdTbScPJQExrJuvOjOSYXTMruiyhd+Qm3xnBfOOGhezbnD3e+BX7DOUSpHR5FBRQqznucDznmSaFsD/R5AXMkE53Rbzh2dI4hdbO2JvzemQ9FMs57ofcU7dgQSfTI8RyapwiWQRomx1GoXI5t9hfpdtm8e6b6VktDpXqYiG+n0ZzrO/o96xRKpBqjZBE1Ve56fXdyfHo0PLyTm0ed73GM5kvKbbQv59xQX4iINKHe5YSYteF3hkdFxbufbVd7sN38O+vEMcryWFdF6H0g4tusc5IbD3zH+AqIhvGCfXKjtsFgMBgMBoPBYHjlYJEKg8FgMBgMBoNhN7G/r9TbR8V2wPCeKiGQJsJoXii0J+KHbjUEyxAzKU8f/crj5eNb/vmIYD00wskQqZc0DRQa0psYFtbQolfGAOkXLiTJdjFJjoYtu0AJ0CRG24IJkNgWhsNb65O6MtkT/x4LZU9CYrWqciIm15b2eqhG5dx9foIehPxLCY7SSKwzWnThVyZL6h2GygWoExoijiXKG8iG6Uo81jJIp+AxwZD0eiRNnF4yTkx9ZKzg6EAEQ/S+8k5yL/0mpq5F9Rw+s6sjeebTax19j2F7Uq9i6j5KkeI4Yp04RhmWJ9VBaTEeRXDA0RFIQclEKBLadlKeqALHtpB6RXtondhWUq84BqgsQ+oK1eaUFkP6wJxpjvJGihLbRZqKzhVMwEk70makUXSC2qjzQyrFpKDuGaQuhWgWIo4CwzmUvkmqHH2BNEK1NWkW2by71lPaqiadI0AlAl1pEPbn2N8SUWOijyiFg3YktYptZD1oB6UD0nacP2hH+gqPtb30Rz6P872fXLCSctMHvyIFiLRQlh1SH2L72C5e+wK4g3yn6Vgk3Y6+zrJpA58uyrlMVcNcebRHsUjqHXy8vlJNijRTPq8hQiUiZUjn7hi1mHQggm1XSiHV0XwdAAAgAElEQVTnldZGN3aYUJJqf8MoWufzkMLituDcT1vrfNjZ7uYr0gw5t5IO+Mx6p+hF3zOMT9hHhcFgMBgMBoPBsJtI7eeasqm+vr4df3rup6iqCgeyNH8FVxS4ClOLFa/pWEXkyp9+cXOjI1fKPnCrU6763Pv+0pWNFY0ZrZXO+4c1brWVqyLcvMpVu87SCio3mxJc9ePqB1dLuBlSV07YFq7IUQucZXBjqV7Dv3PFI2azlkAb+WyueHFVhOdpG20XV0FZJ/b/CK5prq+0e2zDGqMufDZXZPSZjCCxXdyIyw3mXJ2rC2z4pR1Dq/hJ/SpXA/l8toX1o3250Y520D6Prxy68rgqzRVgbS9X0NKRzZVc7ePqvdqd9z27wUVSDulyuUJoJ+Y70D7iylszfIV2pK9zAzpXEg+d3VbxPG7afm6DW72j+MELG1156kOtnlZ8eGWbvsfVT93Yz7HP1eDOiPAC+1n9JuOJKoQ3e7NOfE4hsCJOhKKovE9EpLE+sR+juXMmh6N/w2OoB8qgbbSvOff7kRs398ciRPquiEUc6Dea02Tba/TegrdBvTK6LRKfE9QPm7H6z2tjG4LTgXr785j7O23n5ZDA+Ne2+FEo1pmiJIgcZcJzj+aQmT3VRYK4aZ5RPoLtVV/l/BaK1oiI9KKNs6a4OUbrR//VvD8iIpOx6Zi/HxgR0zZwbHHs8DwZBMyRo793aX9GFnie7z32qSvD1ZnvXvoE+9+PlLjnbCjl35mO94TPUnDH9IX2urAwwd7Gu25+fMcXvYy469LX7/iilxETjv51wQUXSHt7e/nf/Pnz5ayzzpKnn366fE17e7vcf//9wfsffvhhaW9vl97e3uDfdwQmxNtV7IkQXuiDYmfROSk8oe4MQh8UuwO+HHYVMUWJnUFINWZnEVMh2hnwI2ZXEfqg2B3wJbqr4A/rXUVVhHK4M9gTvrIn+ij0QbE72BNzDJXCdhX8EN1VFPaAv+kHxe4g9EGxO+CPx10uo2b3y+CH7a4ipv60M9gTbQl9UOwOXgrdZ0fYE+80fhTtKvbEAvqeKCP0QWHYdzDhPipERI477jhZtWqVrFq1Su677z7JZDJyzjnn7O1qGQwGg8FgMBgM+yUm5J6Kuro66ezsFBGRzs5OufDCC2XJkiWSyWSkoWH3V99D2DSUfKJPbQpv/uJqMDckcuOmhlpjFCCu1JDy9MEvP1Y+Xn7FMSIiMoyQJVclmxsqQ8kiPvVDQ7ukVjDcm4ls8vNWgUorkNl8obzyQCoBIzq5CL1h0NuQmrSHdCuGdhkOD1GlRJwtGc6Nrcx3NLprRouuTloGeZEMA9d5Wt9hmo0es1+4qZDlMZwbonvxGfM63crxqhcHyse0DRfWqJOvfeqJC2RjG0lBdcEqsVIjBiO5UKoiOu70PQ2TT8MG+6cGnQ24GhyLIqh9a1PONuyvGD2O57UN67CJkjQiUlfoT2yv6tBPbXLnfrkqXB5XtikeoFSBjpa6oNgDKRedk8I5XEit0T7PeW11z+ZKY4wyom2M5X7gMQUPKMigVAxS37Je1IIbf919VSn6UHI+tlmdlCeOtdCm4gwoc5zfNmfcuPQ3SFfq9adrq8u5PUhXyUfEBWhrRn02lfIT0B5sF+es2pq64DUHlnKIUJiBtBOWzU37odwCvI+5cBhJoXABx0OhkJTBeYx2bGsK+yyvL/tThI5JeLkscP0U5l8p+Xs6QpUi6Mvsx3xAJIB14txKW5PSFAqkchN7Q2NYoGAL8rao/3IMpyPv9Qb87ugBFUrLoL34Xg/ln9r2vPYXKZ0Dw66e9bA1+5bjvzXFsVb6O+ZI1o9+Sn9L74FoluHlxYT8qCC2bt0q9913nyxcuPBl+6AwxLEnwt6GlxeZyAvaMH4QU48zjB9s3QNUOcPLiz1BSzO8vNgDjLJxjf18n/bE/KhYsWKFdHV1iYjI0NCQzJo1S771rW/t5VoZDAaDwWAwGAz7JybkR8VRRx0lt9xyi4iIbNmyRe644w45/fTTZcWKFTJr1qyX5ZlKcWgYdhuL5kx2obs1W8Jh0lqE5TtyiWLLmkF3bi5UaLgfkeE/pTyJiCy5/mEREfnGx44un2NOBYbfGYZkuF6pItxIPOJRYVwomVQYhidVlcTToa4hHWUMx65dvJ7t1XqTLsbQKKk11IJnOHZ1SfmGFKp1UPpgOHz9ZlKyXF2VitFUH1aTEXHHrCu17xWkPJGixPqNRBRxNGRNasswbEeVFoJRiVyJZkGbkzLi5RsYCq/CMvfEwHBiS9qGtIgpw5vLx9314Y2FnflEVWlE3N/pm6SXcaMlVVqUtjG5AfQRqPVkIvkcmMtiliRtqZvRUj5X69FAXN/OF6cENdLmlKD6R/V6Z/ND57hN1qRBsu8IpUiFtOlFROZ2oAy4GMtmf6i/t3uUuCKOXRktiDLOLDg1qWdqkjpRZYt1iuVLmda3oXycaZtaUTdS3l4KdK7NNDofm9m242j0SKFS2YY0Leb1IcWL45VjXtvrKSph7Lx2TrhOa/ucf/5pnaMrqvoU54HmSE4W9hev174hFXQsotZEXyDVTN9pm4Zcuw+dibkJduQ8Rb8IKcnRjhQg8JQLMZ71PeVt4AWtiwpYfA59S+dDzou0AZ/NuZjnmYNo01BVqX2k6zof8hQU8Z7iM5Viq3kiRHz7s/6cyzZnKpUTayPCCwtmufmINDf2ufZRLHfJlLbK/DIiPvVL6XukTMZ+rxD8bZIuNbd+wM01fc2TysfNtaRH4hi/Uj2hnH084jFRMSE/KhobG2X+/Pnl/z/88MNlzpw5cuedd8rVV1+9F2tmMBgMBoPBYDDsf9gndr2kUimpqqqSTCaca8FgMBgMBoPBYDC8fJiQkYrR0VHp7u4WEZG+vj65/fbbZXBwUBYvXly+5oUXXpCVK1d6982bN698/OSTT0pbm68Hv2jRIi/hHdVMVLFlbcrRNkYHXDiRIVWGfEnbydQnoeXGOhfa+/M6R60gPYN5KKj0pLSnf7jhFxXnRERSKRfWJHUmh1CmJuVhaJLPJiWA+0dHUYaqSxw0DaFpuBPVVhjyndnGMC5oCMXkmunInUFFF58G4GzNNqiCEa89YLrjXLAv2C4/YVxyc2O168PqKlLH3H0M+TakK/N1MLEdqRNNNa6Pnljt1FZICdAwfjaSgIihcyZFIzVBr2dInuoZz3W7MDTb1QNFkVfNduH1oZHkIuY3oXpS1aQOVwipcnWuTs+NJvdWu0d7dA+qEJH2wERzSgPBKamqcs+jslczxBtov/8bSux34FTXFxtRJyZzejrrKIpto6hfqV2k04wVqGqD+YPJvIqujI19yUKIn9DP2b/gqS65BnNM8d4pbYltSFfi3PSntQMV14qIjNS4ea2jRHsJJZ8TEdmARJnPbIICz6QZrowSZYjjcyjvbMoxQJDe0F+dlFEccc+mchYxkGUyS3c+lMuE1A+PQgOKVD5AGRqKUNjWD7j6kfpTKGJ+BXVJn0nlHvp6bSQZZwfmPW3Xul7nE+xn0hwHI/VWf6fPDmTdfa1p9+zhIqmtrgx1C7abNielKRdRpNL5i9SazYNhVSPSI0nv1XmDSSFZT9LLutpdW+iTG7e68tTfB4ZBEUW7ON9zc7hHbS2oCmAOfw8n8eTcU11VxHFShkf5ha1bG0kBc8ekLpXn37S7r5GJOUfcb5D+oqt/TSCPCt81uYjKHn939FZVJv38fZ8ro37Yvf92RD8UEWmqR0JUx9oaV6jaz3dqT8iPioceekgWLFggIiItLS1y8MEHy5133inHHOP2Hnz84x+vuG/58uXS1JT8QHjrW99a8fcXX3xRmpt3kvhrMBgMBoPBYDDs55hwHxVLly6VpUuXbveavr6+3fq7wWAwGAwGg8GwM9jPAxWS6uvrsz30EaztrzzHMDVpNqR4eGVAAUTDrlTVqK9y4TzSKEjhyEol3YdlkAr15Uv+qnwcSsgm4ugmVJzgM6i8QWoK6RBa3AFTQMNZ1+3Km9kpIYTaQjSMuLB3cczZdKTJ0TPqere4eoDeUhhJqACjk9vL56g0UURCK2JsyIVg8/PmVPy9bjM+QlGn0akdFdfGQFoH1YlyY1R6ccdzikmd+qGO0brZ2Xe0w50nYr6liPkYQSUl0hSUwpXzkl+FkzCS7kM6lU64HDsM1VPdhXSwDVsczSOkPkT6HpMlkcamCSxFnBoTKQPPrHe+osnFRHwFNI6HV81I2vhcj+vPmR3OT9nPpLSQ8qi0DdIm6Aek3Ki6mYjIa+Y5H6eqiyq58D7WmSB1jfXWuYIJFknbYHi/gLqScqP9OB0cBVIkqLTDsRFKekb/YFtiibBIkVJ6C+c/jovBXFh1yU9Gl/QRaaFMOkeKDymPbMvsSUhMV5oD//iCe8HQ/lT6Ie2F9lM6IOmCrB+pKX7SQQe1CSmiob9vexwa/6TEURGOY5WUFvr7mk2JX3MMk77HcRRTN9TneGqEqCeTujFRHutKxTftU9aZyUfpK/QFJhHV86znfMwrnBdZHvtRfdxLEBlJAEimH1UAtS2sB/2b82VXh5tzSetS+/qJ/lieex7txDlVfSUPul096FT0dZ9OznnUNfK1s8cn/+m9n//dXn3+f17yur36/H1io7bBYDAYDAaDwWDYe7CPCoPBYDAYDAaDwbBbMPrTdkAlKKWVMPT4p7WOxsAQOMP1nkpPKZTZg0RXVIqiQkg/kpGRoqHlpSLEvfd9/pHy8fXvDYfBlLEwe6oL1YZCvyI+9YMKGhoGnYbEPwy5BkRXRMRvF0P3Gvru6R8J/p3tJa2AlBu9hpQchmhpRy85FOgSpAe5Z4C6gPJYD4bAtS0M/ZNKwq6bOdn1ASkEGv5lPUcQFqe6FtVRQudJS6kOKF0lxwXcF1YRUSoAFbpojwavv8qHQZUQhvgZOqfvUUWEqi+DI0k92kE14X0M81Ph6Ld/csn5Di2pWlHNhL7HMcr20h7qn/QD+jepkqRRHDTTJdz7/bMJlY/+TepVH8oLKYyJhKmNpFsxaRdpFrQZj5VCwvpTqYgqPaS5kfqzqUTPmQsqxBbMJawfxzApTWpLUqwIjkv6U4hCxXZzPHiKa1B/Im1V68q+ZXmx5J6kcIQoSN7YRp07I/5GH1lbmq9pG/Yhy6bv1XlKcUldfdoax2I4gSKh93Ks8h1JnyDdjvXTMmKUnJmg5LAanC+1XbQXbRqjR1KVj32q9eNcQj/130GuDL7Pdd6gch3Hi6ech77le0rbRR/jtbQZ59H6tKtTuqakogbjxZLVxZJwqp08pT74Em1DP2TyVKWdPbvB/W4iqP7kJWaFffkuOaRzfG4J3t/pT+OzVwwGg8FgMBgMhgmEkIz1/gSjPxkMBoPBYDAYDIbdwriPVFxwwQXyzW9+s/z/kydPliOOOEKuu+46OeSQQ7xrP/rRj8odd9whN998s5x77rne36677jpZvny5/OpXv/KS3p1//vnyxBNPyIMPPijpdNq7h8ogmayGil3Ij6FWhhN5ntBwIsPRDPOFFBu2LVvDsQw3UzmElKcr/tOF4T55zmvLx5r4ZixCE2Jol23pwzM17N48imRJqLOn2IDQKL/iGY5VlaFYIrStsJlvX2ebQklVIo2QdmOAsrUtUil3Td9QEv5lP/O+fERRhOF1BUP1s6c6GghpLM8jAR2VQ/Q5tMeUVkc1I92DIXfSG2pLYWP2J/uwIR2mRfUMOJUhqqNoH5B21BJJbsU+8hNWJXWp96g8rk7toNwwYSND4Nou2oYqI6SddPdVUspYHsP9HH8MxZPCSHqLjkX2c2Pk2vpIsiwd27VoH2kHHCOsH9tO/1Q/Y7tIH6H/xuYhHaOkIrH+XIgjdYYJA+trE18m9aMuQpdgnXL5ykRtfDYpHvRZ2ozKQkrboLIMryWFhlTOgWFnP+0jjvHVyFbGcUk6Cil0HINqB1JvSMPivEL7juZc2UqhY/05RupRNu1EO2j/0r6kjnLeTte6enhJVUu+R8oWfY+UwhgNU+1QKPLdWgwexyhS0yclY5vzYmzc8j3FRHIcazoe+IzqyAq0/jYQ8duoPs53Ced+zvfxspP2hPxHRGRep6NKUlWO1DV9JvsllkyW5zme1W9ClCgRnyZGsTnOuUqbJJ3Uo2zVhudAUr8aWvgbLZzU0bB3MSEiFccdd5ysWrVKVq1aJffdd59kMhk555xzvGtGR0flnnvukUsvvVSWLVtWUcbHPvYxmTRpknz0ox8tn7v//vvlO9/5jtx6660VHxQGg8FgMBgMBoPhpWHcRypEROrq6qSzM8l70NnZKRdeeKEsWbJEMpmMNJTyFHzve9+TOXPmyGWXXSa33XabPPnkk7Jw4cJyGel0Wm699VY54YQT5JRTTpEjjzxSPvShD8nll18ur3nNa4LP5WoaVxt0dWbutKbyKiFXKLjCwy/4tqakjFfPbfc2RutqDldHuQrATZK6qjCtvV7WljZ6rd44KPOnu82fCkYnrv3678vHX7jgCBFJVp51lWrG5AZZ15usenHVJLTRXMStaGRzhfJq9WiuUF5R4YoYVzy8HA1YWetoTa6pramSbGm1aetwrryRlisXsQ2Q+uxcvhCM+rD+Y5H8CrpaUigUZRCrW1o2V7a4isV2xVa8FVytYj36vBVAd54b6tXuXFHiMf2GK+Ksn27EjkV82Oe0zVysiul4KBaL5dUm9jPB1UXdSD6YyZdX0Od1NpVXzbmRkXb021gZfWprqi1vHGSkihtZ6dca3ampTpXP19Wmy+OVq7dccY5FCDnmdWxzQzZX7DmX6LMLxWI5ArR1OCedpfwOm8N7Gr12MeLwxGqXU0X9fng0X/Z9zkdzprnoWUjvfstgtryC3tXRUB4DzyG6NgWRLNp3Y2n8V1elvMiB1tVfqQ5v8OeGVJ1P0jVVZR/n6jNtytVPXX1uSFd7AgQ6HmK6+4wc6GbTbL5QHrvzp7eUV4Zpf0b/OB7W9obzWqRgay2bEQeORa6k64r8pOZ0cBM67cgV6s72sLa/znXp2qry8xkhp60JjSZu3jrqjVH1FYpLVFc5+9IGFLnQjd3VVSlEC9x9nE9Dkbaa6ip5Zv3WiutfVRJmEPHnRdo0thGf52oDeSM4phgpyeYqfxvk8oVyGbFcMnzHMELB957m4HgBuWtoJx4Pj5bGQF21N9a0bL7HWKd8JFKsY7dYdFFN9ieDLiyPY03ny9rqVLktfN/ST/lbgn3eOm1C/Hzd7zAhIhXE1q1b5b777pOFCxeWPyhERJYtWyZnnnmmNDY2yimnnBKMVixatEg+9rGPyaWXXirve9/7ZP78+fKBD3xgp57/UpIK7QihD4qdxVooR4Q+KF4K+MNpHV56OwPSX0KqKzuLLBP/YALcGcRoZDuD0AfFziL0QbGzCH1Q7CxCHxS7g9gPuJ0BKTl8UewMOP7qd9FX+OOWPw52BqEPip0FKWWdk3Y/qRP9PpYkbkfwfljv4hgIfVDsLLYEEjDuLEIfFDtdBuZLUk12FR6tI71r/htTtdoZcK7jj8edQeiDYmdBpahYwsYdIfRBsacQU0x6JcoIfVDsLEIfFDsLzpe7uiGZ8+WutmU8I5VK7dV/exsT4qNixYoV0tXVJV1dXTJ79mz51a9+JXfccUf5788//7z8+te/ljPOOENERJYsWSLf+ta3ZDSQQfmDH/ygtLS0yM9//nNZunSpVFfv2mRuMBgMBoPBYDAYEkyI+NFRRx0lt9xyi4iIbNmyRe644w45/fTTZcWKFTJr1iz5+te/Lscee2yZInXMMcdIY2Oj/OAHP5DTTz/dK+vhhx+WNWvWSE1NjTz66KNy0EEHRZ/Lrz6lPcxsc+ee2RQOXzLczNU+LY4674fOcZvG+7AiN5rb/obEWVMcdYHPjm0aVcqTiMj7l/5GRERu/H9/UVE3ET88HNskqWH5oZF8eRVlcgPzA7joCdvFtnCFTFcguRLJFVauVrIeXPnRla5p7WGaE/uTEZEQ3SC2asb6xfTHtU5cLWadGUmZgw3cGxG10pXL2Eo6V+lJkeBqMDcCanSBeQ+GI5sXWUY2xzB6cn1mNLyBl/dx1fS5DY4us2heu4j4/cmN5qT6cfWWq/f6HEYnSHliPbjCR5qFo4k4+zJUz+PpeHZDYMNybIz4ggdhUQT1vcGRfPmZbEsor0BShivvwBlurOnGXdY/BRoO55U1mxx1gv6u45X+xjEQo/1NbXLn9XI+jz6WjUR8ufgZor9wEzNFBDjvhXw5P+Z8gjRD9h1t1ksRhlK0JZsbk9Uluom/id3ZjvVfDWoKN9Sq75N6Q5vGxECe3VApRsB3De2xCXMJqXJcvVff5zNiK9GhvBIizma0HfPmEOw7jvlcIOLvRyqcfTm2C4G8Eod0tZbLZh6Ilc85WiDt6wlRoE7FgP/yXcOxyCgj7aDUL28sRkQOBDYgxVKvIQWTcwJtzT5nXUM5N/gbhOOB7RoEiULrwTmNfkWhCY4/zivpgP283FfMbRTZqL+rUVfDK4cJ8VHR2Ngo8+fPL///4YcfLnPmzJE777xTrrjiCvnGN74h69evl46OjvI1hUJBli1b5n1U9Pf3y8UXXywXXXSRTJ06Va644go57rjjpKur6xVtz74E/mgzjE80Rl7yhvGDGGfdMH7AjwTD+AQ/DAzjE8O7SD80TAxMiI+KbZFKpaSqqkoymYysWLFCNm/eXCEJ++KLL8pZZ50lq1evlrlz54qIyOWXXy4tLS1y5ZVXSm1trfzgBz+QSy65RO6999691RSDwWAwGAwGg2HCY0J8VIyOjkp3d7eIiPT19cntt98ug4ODsnjxYrn11lvlpJNOksMPP9y7Z+HChXLwwQfL17/+dbnqqqvkhz/8ofz3f/+3/PjHP5a6uiSc/aUvfUmOPvpo+drXvlaR10JEpC4FpZcS7Ym5Kw6cGq5vfiys469UEtIVSIWhDjppGQw5NpeoDGlxdRMhPcdRXmJ5KJT29JE7fls+d9dH/rp8zLwBpPuQJqQhc4Zz+0epQ++ex7YwLBvaTMq21ldRVWXHq+0a5vVD8WElo2IxTK3SyEtMK55tWTDLKYownDyltaGiHiOeIlQ4t8ckaHArZYgh65Bq0LbPmRLIl0Hw7xtAeyB9qxn1IzVF60pf8tQ40Jb2eiiRwE6ha3lM+hOpKayfPj+2UZDKITF/07HGjdWki3HFk21B+oJyPdhHVHzieGEOBPqh1okRP/ZtbHP+AdObcQ2VwhI6HTdDkvLW2V4dvI+0La3r5JZwFDLW5y9sdsbRJsQ2Do5ExBT8OSu5hpQHUk04Nw2Cssm+03kj5gcNEdU++r22YSGoqjFVG+47ZW4ajimdO2ObkWPqe3y+UmD4LmmudXXaBNothwl9MrRx3ps7Mf7yqCtpn+q3VCx6BpvYOUey7ziXPb12QET89x8pPrFcLWxLBsp/5edhTJEuzLma9aCttRz6ntfP6GiKEbBOSjVjnWKqfZxDWA89pg047/HdRfuRmqT1pk3ZXzGKYrqGuZqSaziP0T/YFo411nWs5Pe0Fym4HjUafUR77OoG/lcS+3lC7YmxUfuhhx6SBQsWyIIFC+Skk06Sxx9/XO68805ZsGCBPPDAA3LqqacG7zv11FPlG9/4hmzatEk++MEPymWXXeZ9fBxwwAHyiU98Qq6++mp54YUXXqnmGAwGg8FgMBgM+xTGfaRi6dKlsnTp0ujfe3p6on+76qqr5KqrrhIRkaeffjp4zXnnnSfnnXfe7lXSYDAYDAaDwbBfYzzIuu5NjPuPir2J0SIScZU2FyEiKH/e6EJ0VDnwVXDcDRp+ZMiSVIjegbCaFMOCShvwqVKuTi/2OIWQWNhVryfl6V03/rJ8/K//9PrycSzBlA6c5gZSNZh8R4L3rdnk6CZtTS7UqopTVJPJ5vk8KlwxcR2TEJUSLmXDyllZRPsZoiXNQ8OxXiIvhPtZ55XPbSkftzamcVxbqrN7Xoy6xERiIQUbUqWoyuUrgrn76DeFUn/EaC4+7ci10bNZILkgI9BUjqFNX+xxVBjWqXNSQstgKP7ZDY4uMaXVhdepGvbsemenTDaxAxVHYio+VA6hLdUmpIPRBmx3dZXrW7ZX86iQPqDqS8nznH3Zt1SyUqUX2o70rZFseOPpiz1u0/DwSCWFkvXk3MRNkpyHGgM0wVASueTZbgy/em472uUoN91bKvPeFIvhviB8/03+S5rTWMHVifMsKRItgdw0sY3wVNqJiU5ovWkv+hXHH8/HaH06x7HOHHOxXBGkpaq/sP7sZ56nTUlZ0WdSda4D1JQMGLYsg/OlJigcGHYXM7cOy45RiTSJJGlreU/9x13LfqQvK9WMdtSkbyK+PZjkjthRjg6OUfYdVaZYdkipiLbjxn9SgvgcnRtJ36I9qJ7E9wOhfh2ay0X83yD5SN4InWtznkpV+HcOx1HvQGUSXM4DHDvsu7aIola1xy0a/1So/RETgv5kMBgMBoPBYDAYxi/so8JgMBgMBoPBYDDsFoz+tB2Q1qDJWIZHw6FThjpJTQqpiBBMXsRw4swORyWg4sWsKXUVdSNNhCH3GA1Iw6QMp5Py9NGvPF4+ZoI8hsA13M3nkYLCdjMsS/UIJsvTPFxzJodVngZzpEIJjisTNLHdVO7JIomSr57lUEjXVrTFU59BeYfOdmoshNIkSPGJKdxQYYPQcDMpKKwT1aliieumtFbSOWKqH0wCxfA6aRusSwi0O0FawZZSvXs8X3J1rqly1zJ5Y4jmsRrUMdaf44Vh+REorDxTolNRZYT2JR2BtJdQu7r7HNWH/Ul7UGWI4zykzNKLcckkjb4yEmlCxYprSM9gkjCe59xDVoHWOxtI0ifiUyR+9+fN5eM50xxFo7tEGSQVgn0Uoy6R/qj92D9UmRxNxLcp55hCodI2nP8475HOSF/nnKrKTZy7Vr04UD4mzdwTg5IAACAASURBVI1UEtapITB2aQO+MxowbHtQJ47LULn0N/pKjCKjNqHPcow3QkiO9L0c/idXqhP9MZcPU2ZZNv3izyW1KM5N6ZpKn972mGNUxxTHAmlztE1MeYzJBUNKd6Ql0R4cD3M73RhQ5SPOR7VeIjznK0rpFBHZsCWHa0p/Hw1To/1km+Fr1G+okFZbE05myMSbPQOOuqaJRmMJEWMJc1mGqmL6FLXKhLoiIn+CghhprjmMgemvcspnhvED+6gwGAwGg8FgMBh2E/v3Nm2jPxkMBoPBYDAYDIbdxISLVPz+97+X448/Xo444gh54IEHvL+1t7fL1772tWDeiocfflje+ta3yjPPPCMdHR0iksjRvv3tb5disSj33nuvTJ3qZ7OblnMhuJGmRKFiXb/7+3SonVC5gmD4dEZrSW2jD8nKQAlgWJChXaofaOi+KqL4s3UrFUrCCXU0PMnwMJ9ByhMT5F14yiHlY1U7Ii2FYU8m84k9ZzBTqeK03rEKPErIaC6sqsHnaHiaYWUm5MuPgWZT7c43eCH6pH60r0dHyTs7kk5DW2s4mf1CaoWvthGhmJTuHYFfNUfUYkjnCKnc5AIJ7EREekB/IY0ipu6k7SF1gc9j2axfbyCRIMPoHRGqEWkDM5DMSxWWWiLUO9KmWH9SCFSpKJsPU0YGI+M5ROHoCNAwRPzkW6SakRKiVC4+jxQOX5UpnMCN1APtD1I8SNuhkhltRvrN890JF3E6VKpyoHhQvWU6+oVt1PlrSkSlbvYkUFMKrh4exav0zHQkcR3rz37hfFN+RjasGkW/5xxJv9B5iMpexQjNhnWiIlJro6PFaJJFqmgNRpR7QgneRBw9iOOvNqA2JOL7B2kvDemkvXUcI6TqoLzV3U6piPOl+iopVOwvjgf6Rw/mwOrSMf/OY74HOLeTdlRTLsOd47vBVxZyPuQrnJUPy3OqP26df8QSxtG3Qgld+Qz6GMsj3UfnSfYh57SYbUIJ2DgfkW7F+/oiinA6LLMRimsseScTHqovc/6j/5K2yPI4NjhGDeMTEy5SsWzZMvmnf/on+eMf/yirVq3a5XJeeOEFWbx4sTQ3N8v3v//9ig8Kg8FgMBgMBoPB8NIwoT4qMpmM3HPPPXLuuefK2972Nrnrrrt2qZynnnpKFi9eLAsWLJB7771XWltb93BNDQaDwWAwGAyG/QcTKpZ0//33y+zZs2XRokVy1llnyXvf+1659tprpba2MtlRDI899pj88z//s5x88sny+c9/XqpBg9kWa8SFrNskeUZtjQtvMlRPxJJv1Q8lNJBiMZwIrbEurHbDkLpSWUbHwqpSpMj0oQyGpDXky9A6Q5JsFylPX/q+y0p+8/l/KSK+AotPoQmHVxnmJTVC60JFGqWLiYgM1oQVVvgcpSGQ5sJQfd/gGO5DcrA6hrg1cZ17RjpCTeBzGIZWagTLmNrm2koqCfuc9IrWQAKvkUg4nwmVeJ9SuUixI22D9idVgPSb6qpK1a2YGgtB31KahUg4wRgpT7QjfZJKRFpvPromQm/gfXyOKvB0tjdUnBPxqQIxup3WtXsLEnzVUiUpTDtjnfSaKvgKr+VcQmoKFYeYSK46wHuIKZmR3sJ5SsdRTPWKY4rPpi8ofcSjBlWFKWU8X++mXEnX1FXU31ONqnG2KRYrk/eJuHZ5CjcRFR9SYUjbCPk46T7sT86HpLEMox/1+phSH0H7ksbIeVThJyoN98vQoLNfsany2Z6CH3yd9EOfIlXpbzFfXr/Z1e/AGU6555n1Cc2YfcEx7KsduTL4HO1TzjscC7QX639wl5sbmfxS51TO4ZwfOHdyHLUGkhjG6IwE352kizbVJtc3e9Q81y/sLyKk/kWKNlX2SCmKUQDV1qO5MHXXt7U7Txq3+zvK9eyF/qwl9WrHaonjCVX7eUbtCRWpWLZsmSxZskRERI4++mhpaGiQH/7whztVxrve9S459thj5Ytf/OJ2PygMBoPBYDAYDAbDS8OE+ah49tln5dFHH5UzzjhDRJIVhDPPPHOnKVBvectb5IEHHpCHHnroZailwWAwGAwGg2F/RCq1d//tbUwY+tOyZctkbGxMFi1aVD6nVI4XX3xRZs2a9ZLKufHGG2XKlCmyZMkS+cY3viEnnHBC9FqGnjOl0HjGC7+GaQcM+VKZZ11Vs4iItDWN4e8u1MnQ/vzpzeVjhjs1LNwTSVzFaxk2ZGhZQ5z5CIXKVy1xNAClPImIXHrbYyIisvyKY4LPmI68NP2j7ttVlU9EfNu0N1eX/uuet3GQIf5waJ9hcu2jNlAXGMLnfc21YUqTa4trDNVzOGhZHkPq2h9M5rSu1ym98PwmqPEwpK5lsB5NXjK4sBoWfUhtzX6uBxUplnyLZZNSoWHr6nSYKhejy5DGpCompFwwzO6rYYXpIWobPpt0oEyESkKKj9qMoXiOHdqA1ARSHXTs0ifSEUoR7UiKl6qtsFyGz9kW0gNCNuU1XoIpPHuESTPRxqnI46j1i9FHNkPJzBvzUMPTe/3kieFkcKRwrMU4Uft5tIgaUqEYac7jmsq1Mj+RaTiZHkHGk/oefSwboMGJ+PM5612XZn8ldqcSF+cEUgQzoGRxfCmdknN8jArD91gfzms9Zk52czL7iHYipWUr5o26dGJr9gv9hrRPUgOfR+JKrQdpkus3Oyoo7cv5gTQ8fX9lc67+HMOcq/33M5PPViofberPVJwT8f2D9Ee+v4olai7nAR7H1K74TtPu7Yav8J3gP68y4Z2Im59ox2b4BOtEG9AX9P0Q+9EaS/TI5HdqP86FIxFKZw+oaB5FqipMtzWMH0yISEU+n5dvfvObcu2118rDDz9c/veLX/xCXv3qV8vdd9/9kstKpVJy4403ynvf+1555zvfKT/+8Y9fxpobDAaDwWAwGAz7PiZEpOKBBx6Q3t5eOffcc2Xy5Mne397+9rfLV77yFfnIRz4iIolU7MqVK71r5s2bV1Hm9ddfLzU1NXL22WfLsmXLZPHixRXXcAPhWHWlqbhyzJV+bqjjxjFdHfA3Z7uv+q4Ot2Lk1QNf/vqVf9C08OZ05mVoHnX14ypFupzPwd3X3BCOtHDlgpsQGaFYcv3DIiJy3bsPx/O4el65+rjt8/+0LklQMZp1tmMeglg+B67wqM51NTdyU/c+H17lSAd07blCyBW7ethxzjS3q5SrkhopGfFWmd0zuMI+e6rrc67gpHW1GPdRQ5ybs7lK1Bqxmfonn8Fj+i9Xzbmipf7O1fO5sAHv4xhgezXmw42f9DFGTNhev11Jedx4yOdx9Zyrd1yxnTM5sS/HywFT3N97hys3XIr4+STUHmwLN/t60QKs+lGAoKnehQjUDhxnr5nUXj6OrQb6m/OT53NccDWzE7knuPLNVUIVDGDkgVEctrejMTym6tPJc2gv+gpXH7nqf0Cni9CGrqV962vDY4rt0ijjYCZVcU7EXxFnpNATBoDQQXtpFZm28TYuYx4I5YwRcX7z+oPcu4ziDQ2RSGBdoM+zkU2vsc3XczshzlGd9M1QPvwzoAdRJkZEGG1WO8U27DPHAPufPj61ZF9fiGDH5XHO1THaVF9THnezprjnhQQMRPz37+sP6igf67zBqAHL4PuB+VxGvch4UnYokijiR3H4W4JzmeZI4piLbfbmPMry9N3Pv9PW9Hu+V/ibQccUo4B+BBF5Z7KMulQKc4g4psBA1j2Dz8tFGBetab7vdxxxNLzymBAfFXfddZccc8wxFR8UIiJ///d/L5/4xCfKeyQ+/vGPV1yzfPlyaWpqqjh/3XXXSW1trbz73e+Wr371q3LKKafs8brv69APCsP4RWo8EC0N2wVf+Ibxifam8EKOYfwg9vFgGD/YEfXYMLExIT4qli9fHv3bvHnzpK8vYYrqf2MI/f2aa66Ra665ZvcqaDAYDAaDwWDYr7G/L+JNiI+K8QDVRB/iBkPQozZsdddSU3pyA0N0yWrk1jHndNzI+KoZLlT4wmYX5lOqhohIrhRmzKLrmtetKR9nWjrLxz6NydVV60TqR7HIzbzhTZQMy2tEkpSnjy/73/Lx8Ye5ehy9aJqEEArjVqXCm3ZJw9mwGZu/6is3Jw4h3NyE+9K1YcoFKVIaus3jHP/OOpHuw82wxWLSz6QjkAZC7W7Sc9II/24o0TJIvWJY2dsMh01tDDcrBYahZFJhSEVjGaQgNQRyBHDF1qM3dLhr+5GLpaPR1fvPG5MySGlgqD62qZFj7YW+pLwQJUpEZApoBbHN0iLJedp/tMhQvXseqUuDKEPHub/p3NmaYgXZPPI19Pe7P7S1luoGrXu0qy6FfDUItm7Yig30eL5SBbjZl3lYRgruOfSVEK2rY2uPe8ZkR8Na1w+qzoir3+q8s3sqlVxDX+d4SAty6CAA0JBzfthdkzSYtAgv5wbKyIprCwUgFKR1cM6dCmoTV7lJY1KK0VghLMwQ2hguItLV7s7z/aC+z7akcqR3Iu8QVnXzeG/oPNReH6OAhGkl/L2jNmuqcfba6PZPe7TQ2Hyp8wPnco4BikFMQ04YUhT1mlBunuR5zHvg+pG0RB3HnFdIsfI3MbtjUpNIudIfhqTbcTM968oyvDwqpXHEfmYghX7KH6Jsg1KreG0shxXfH9xIrnMCqbRTWsP0stimeJ3zY9fWR8QsOHeGqFD0A85BpFVybA9gaDfXGP1pPGJCbNQ2GAwGg8FgMBgM4xf2UWEwGAwGg8FgMBh2C0Z/2g4YdtNQO8N8fSMuRFeVcqE4ho1HCi5MqhQO6sOT+kF4CkegZaRSmi8D4feZjmpUhfA1w7JURJnS1lJ6hqszUgV44WuqWRSKrjyldlDliZSnB1d2l4+PWujoTwy/d29xyitKy2F4lSFmqtP0pV1bGD7VcDefQe3zmPZ1Q11txXmWQRUi9guVQ0YCuRFIHfLzm7hrWP8Xe4bKx9re9tpKOpOIyFQo2DD3AOunz8lEKECsXzbvKsU6hbTvqVRDGkhWSG9wzyFdprZUP9aT9CyqewxENl0qTYXPZqg+phrl9VFT8nyG6kmRYGif940EVFNYhp8jg2ox0Gaf3Fo+VgriWAHa/6kdb9r2FOQwh/SW8teQ4iPiKEiFoqsfqZk5tFcpC6Q8EaQ0ZEA1qx6upHBwPJNCI7WVc6uISGHEjdF62ElB38ymwmWE6HTV0Len6g7nYqpJ0cd1nNNnh0ecfRtRHn2ZYH8pDYRzkJ/HJKyYQzU8z5Z6Du8rvo88il8gv8Yw3lGjOdcuKh+1Nm5f3dBT4UMf0WYcO6S35Ev2zURyFnAaYHmcm3TM9I2E5xVSAAeLzj84h5NiqeD8oWpZItva2l3vqydVrtl69ciE3yX0BX2H06c5prwpEufZ55r3hudifRRSmhRxFD9S8+hL7Fs+h5Sx0LwWqxPBsZ2rsp+s4x3WQwaDwWAwGAwGw25ifxcgM/qTwWAwGAwGg8Fg2C2M+0jFxo0b5aabbpIHHnhA1q1bJx0dHfLqV79azj//fHnzm98sr3nNa2TNmjXy5S9/Wc466yzv3hNOOEEef/xxue666+T973+/iIg8//zz8pnPfEZ+8YtfSE9Pj0yePFkOO+wwueqqq+S1r32tdz/DbiHkIko1G5BQiaFFDYdSWYThP4Zuxwou9MgwrtJyWK5IJfVm2+dQ2ULpIVScYPiVtCmGcHl9/2hynontqPJEytOnl/+hfHzJqa9ytQ6oLlE9gxSUtb3uOUxil827uiq9iX0xuQUKRwMutO8rjbh+VmpHFdpKmgLD0Az5Um1H20BKAG2Xiag41aJPtQ0HTXPn1vW7MkjxYXtFKqkJTLDH8PaLPc6mpDow7N07QBpNAtIwSCWhAhZVU1i22oarObGwt5/szyVFa2tK2khKH9vFsUF/IlSNp74WFMBUmI7C9lI96/nuhK7W1eFoX1TDGmlmMsvwGFUfoaIOk5GRNsN+zoy6fglRybZ6lDhXBsurq3V9NzSSw3GJ/tTi5KZIXSClYTMoHJyStAzakfX0KUruvvbJbt5Qm5BmwTFMH2J5pGfp8/l3+spW+MdQVZjiUyxdz7malLOYj1GBaTADpapS2T7dztmG86/A1myXztd8Z1RVhRMv0m/YLp3jSHfle4C+PBYZpEr9owIZ6b8x6tLGQXf91pJtYn3IR48V3H0bQJ/V+TyXz1WcExEZzIX7i+0dra6knWWy7treAdAtC27ujNFgtQ9ou9WD4XmR42SsUPm7gnak0hZpn6Q8MsFj6H1En/CS+qH+pGzqu7jKSwAIVTz4CufIejynpkT74+8qqpeR5j2AepASOxHykJik7DjG6tWrZfHixdLc3CzXXnutLFq0SAqFgvzsZz+TD33oQ/J///d/IiIya9Ysueuuu7yPiieffFKeeuopL2FeLpeT0047TQ444AD5z//8T5kxY4asX79eHnzwwR3muDAYDAaDwWAwGAxhjOuPig9/+MNSLBblwQcflOZmt1K5YMECOfPMM8v/f8YZZ8jSpUvl+eefl3nz5olIkoX7bW97m/zyl78sX/fHP/5RnnvuObn33ntl/vz5IiIyZ84cOfLII1+ZBhkMBoPBYDAYDPsgxu1HxZYtW2TFihVy9dVXex8UivZ2p0zS0dEhixcvlq9//ety9dVXSzablW9961uybNky76NiypQpUlVVJd/97nfl4osvlpqa7Tefyk0akaxPh0NbTNzC8CXDkIqNfSPBv1NFhuUxjKth0pltSM4EJYr+IacgFAtVagiRz1uzyYVzWSeGZRk+nTUloXb41BsHRgBJefr8/U+Vj5ccO698vHlrErplghzSAxi2LxTDlCZV46nxaEThxG+kHfF8dnNyfRZt7R9wfUFKDhPvjWTdc5QOw2REDA9TwYZ9RBqC+tD6gWLFuW3b5SXnc0XL8GgpCR/6IkZHoU8yYRn7XEPg7AuG+0nboG+xrs9uSOTJDulqxX2kj7hn13g0QXfFn9YNiIhIO3xlJFuZkEvEp06QUjGrJfFfhqrZFvXHbe9jEkmtH6le2YhtSLnoBc3jf5/ZLCIiM0Gh6pzkxh8pDTHllSGPdpYcZyLUPNY1RglaX6Jvcvw91+uewURcf3GAo3gxcVoooRn9MEZ/I91OFY7oS/R1FsLT/lyR/LcOPkilM1JXOBZHUD+1JZWiaHPSTDdsYSJKKNZh3lDbeApeoLSwn+mfVMvTBJX0K/bzIPyD4yuUzJLzgJ+4DjQVjDXOQ9offEZ2K5WnyodR+puOE85BpBTSZ0kTox9q2VT4o0+zDI7tqio31noG3LtT3yUcw+xPUp9Zb/q12pLtpv3pK6kIvUnLpk9wfmb/85jzttqa/dY3FO5bgjbTsusDCXBFtlG8zIb7a31v4r9ULmQivxQplvAPJuklvZdJMw3jB+N2o/azzz4rxWJRDjnkkJd0/TnnnCPLly+XQqEgP/rRj6StrU3++q//2rtm5syZcsMNN8i//uu/yty5c+Xkk0+Wf/mXf5E//vGPL0cTDAaDwWAwGAyG/QLj9qOCq2QvBSeeeGKZKnXXXXfJOeecE7zuvPPOk1WrVsntt98ub3zjG+WHP/yhHHPMMbJ8+fI9UW2DwWAwGAwGw36Iqqq9+29vY9zSnw488EBJpVLy9NNPv6Trq6qq5J3vfKfcdNNN8thjj8kXvvCF6LUtLS1y8skny8knnyxXX321nH766fLpT39alixZ4l1Hak9zbUnNBMospEKEkoSJ+GFyDUMyzO4n35KKa0V8KpSLYLoyqKbghydBH0IIdrBUJ1ITGNplUqzBjCtDQ8IiLvQcC9syVM+wKylPy3/2fPn4nBMOKD3PtTXvURbCSaUYTlaqSEMkgQ/r0Qw1rC2eklKh4j5SLthfDBtvLrgylC7hqY+gvBzaxXqElC1oU8JTMIkoUjXXV8aHSS9jGQ11YXWUUHI4Um9Is2HipxhtQ/2MY4BKW7QB+4vqQx2l8D+fnUY9SYmjglgPqETzOhNKZYy2yPrHFL96SzSK185xVI1+x6DwkIkk/poC9axQPUjP8Zg/TKZW7+yuFDT6rJfAktQVlMc8XYMlJSjS2dIROhtB39J7ObZiNBaiA9SOqoB6Du2fLzB5ZyXlScT5MufC+jTV9DCPevTTyvHK+Y90ppYG1+6Yog8Vs/Q8fTP0ntj2POuq83wsiRmvZdt9WmKxdF/42qqIGhrnYqVccU6jih3LZhmkIKkdeG0v/u6vLzrbkO6l4Jy7xesjd572pWpV6F7atxs0JyYfZL05ZtQXYnTRmCobz6tPkvJLX/eS8UbU8NTu9G/ag+DcyevVt/ibiG3xf3e4+k1rds/pLSWu4xxEKpc371XHFNUcCuFpyLCXMQ6+a8KYNGmSnHjiiXL77bfL4OBgxd9Dak3nnHOO/PrXv5bjjz9eZsyY8ZKek0ql5OCDD5ahocivAYPBYDAYDAaDwbBdjNuPChGRf/u3f5NisSjHH3+8fOc735E//elP8vTTT8tXvvIVOfrooyuunzdvnjz77LNy5513BstbuXKlvPOd75T7779fnnrqKXn22Wdl2bJlcvfdd8spp5zyMrfGYDAYDAaDwWDYNzFu6U8iyUfCz372M7npppvk2muvlfXr18vkyZNl0aJFcvPNNwfvmTRpUrS8rq4umTdvntxwww2yZs0aKRQKMmvWLLn44ovl0ksvrbheKU8iLnkOlWA8tQ2EdtsRAq+vgnLQSBIuZBidocDWeiSeAR2FIWkN3Y4WkVSP1JBIiL6j1ZWn1AOGNxm23YSgTU11ZQhURKS9OQl3qhLPtqCiUkxVRylPIiJf/+lzIiLynr85sHwuXeNCqgy5s95rkcBtbonSwmeQjsD6M9TN+m0sqYfEKE9Uq6iKJA/U7iLdg2omDHWzLaQ6aR/FktWR4sWkc1Th0D4gxcdPfhZWJamNqC5Vl+xHf2T9cwH1KhGRGZNd2//wfBJhnD4JSZEiNACCCmciCZ2K9vJVgXAf6nRwV0v5WMdMP0Lo0yAyNzBcSRMR8X1B+5+Jtaa0helbtBMxsyNRT9oCn6U/NkTmAfbpJijeqF+TlkgfYj3Yz0Rne9JfU5vc8waybrxwjqkfcFHkkWY39+o8xXpyvqQdfZrF9n2B91HqjH5KeoiWTToQ598R0FioOENbK32M52gDjn2qV9Hv6UMhShaTSLKufvLR8qFT8KsO02Z4XJVy7SJVUueNmH/E5lzaWus0fZJra8FTGUL/N5FyU5nUj1QYJmulAlosSWtHye9Hsq6esXbxPMcobdlWGpexuZP3kSpHmpv2ga+AFaF3ggrnqaSV/qcx7ewxtS2snkSfpC0VVICsiVDU/KSwDkqLYrl8dm11eH5jQru6UqJR/q7i318K5ckw/jGuPypERKZPny433nij3HjjjcG//+EPfwieD/29o6NDrr/++j1aP4PBYDAYDAaDwTJqG6JgnoqawD7smEa0lzcAq2ZtTUkhQyPhDd7cBD6YCecN0NVqrgy1F91KzgvDbpWTKyFcFdPVL66IchVjzmRo1iMQwVU4XQU/fP5kefSpHhERqUqFn03bcDMnV4E0QnHnj58pn/uH4+a5+qGuwxi0jIis7k5WTVuw2kItc668cdUp722cTu6N6d5zdXwwksNDN8HxHHXBayDR0ICVN64Yqc248uWvDDmfoEZ8/Vh4dU5Xwlgn9j/BVTP6jR7HNvyxzxnRoy01PwVXrRmBaatzdXqGm9vz3BhZVfpvWM/fW5HDeQor6AZCRic43nVVTcSPdnElj21U0Ne5Ik6bEuqHU9rq5cWeJEQYScUgW0fC+TA4P7ywMSmDG7kZheI44nO4Ahx6J7LPvSgfNmLWi2u79kEsmhfadCzi21pX0mObjrkyywjGs+u3VlxD+7O8NQjLcmxzU7HOl6s35mXutCYR8eeMoZFwnRidoK+oHViPWI6XWH6Cppp86b7yKWFGJJbNY76bNArmCTPgeX6OhnAuAx3zo5ENyLGoAOvhzrtz3GTt51lhvp/KMmprqmSs1DccO5zv/Q30rs9b064NQ6XxxTEyiPmDG9O58ZtzTEcg1wVtzXcXbTM6Vvme8iM0YSENng9F6OkH/nwaZgTQf9XUbEsuEsmKQTebD2Sry7bmOy02F08aceM501iZ98swvjCu91QYxj/0g8IwfhH7QWsYP9APCsP4hX5QGMYvxiLKZIbxA368GfY92EeFwWAwGAwGg8Fg2C0Y/Wk74CZrRTc23zLUzVAgz5Pio9SOLGhODMvG8lQwJNlZSnHvaYuPUi8amygReqZWvYYq2b5sPryazVXuGa3umRsHk2eSakRKACkSMTqNv6EyuYaUp2889Hz5+C1HdJWPGSrWfAMEte6pLU6qEWk7pDEpxYshd1JJanDMa0gr0vY2etSm8Pc7+9/P+ZC0gSH8lobwpvNOUOF4vZZBygB9M7YpmptDR3OVtCP6FUPk7BeCG37XbEmOealPrSgGzyvdQ0QkXxob3KDMvuDmZrbRzyWTPKdhGNrzja4M+qa3WT0wXrnxMIt6kGbBjbj1kK9uSCd0MOYUod8Q3LxK2gAxHZuDFcwfQpoNURXxawX7mVSHhmFHXSM1QX2Pm1hjlBbaesNmx+dRf4vlD+F4YRmkhJTpOTle6+w7E/biXEaRC/WndCTiR1/mc2KUsqHABmmOOVKD6G/s89bGJGoyCdMfBTuGx0BL43NwjW6SpV/R1k2BTd0i/mZvrSvzrXC8jGD+jbclqSvH+3BkU/EY8iaxXVp0JpLPiG1hX9CvCfWhKvjYpJbw2C54G65JDU2eSUoZfYJCHg2RDdJKkSKlMx0ROeCYSgfGAO0/OdIWn97p6qe3ko7r+SzM6FGt4W91AQadvzHc/R7hfGSUp4kF+6gwGAwGg8FgMBh2E5G1uv0GRn8yGAwGg8FgMBgMuwWLVLxEqE5+XdqF8xjCDYW3k/MI+Y7qJY9ChAAAIABJREFUN5wL0fo65GGFihAVxwsxNzW6MoagKAKlCZatNASqwqRS0N3OkTblyhisYagyqZ+vnOTciVSdtb2OIkGaWDZwTEoDKU8/+M3a8vEpb3DnM9mwrRUMTbfAjgUYkJQmDRGTqkF6QB7XkurAUHxZsQMh916oUMWocrlA6J5tYkibTc2iHukA1YwhftojpkMfU+4KXevr+YeVpYbyLnw9mEmoPwzFk8bUkHa5JPJjYYqPPiemqe/rybv7aKehfMkXEFrP5rbvmyI+lUH7i3kq8mNhehHpAf2N7eXjNSWlooynquJ8YiiixkI6BzGYGasojypUpFGwDM4VqmDT3uw2JheKUF8DLSJDzfzRyjFARRrSD1k/UuxYJ7VvVWTM0U9zkdwv2qcehbGa48g9O0Y7Ul+mok7vQD54LecNUt6ocBaiWLY2ujmc8wBtQ+i44/ikehXVCoteYgl3GFJ/43uH/cz3FH1I68f5iHMW6b+5yBjVHAicQ9mu+towjZTvHr3eV9wKz8+hfEAiIv2jpDYmbYwrBoZpvPRJpRqG6rktuLrNumZK/s7nsW9jCpSkHGsbWbeNoKUR7LtQfqlshF5GWhTdjXkotP9rI+8xgvTDmPJYrYTbsLeRkv07VDFhIhUXXHCBtLe3V/w76aSTguf57+6775aHH37YO3fAAQfIW9/6VnnkkUf2dtMMBoPBYDAYDIYJjQnzUSEictxxx8mqVau8f9/85je9/z/77LPlDW94g3fu9NNPL5fxyCOPyKpVq+T73/++TJkyRc4880zZtGnTXmyVwWAwGAwGg8Hw8uCOO+6Qww47TDo7O+XYY4+VX/3qV9u9/p577pGjjz5aZsyYIYcccoicf/750t3dvcPnTCj6U11dnXR2dm73msbGRqmtrY1eN3XqVOno6JDOzk758Ic/LN/+9rflsccek7/7u7/bbrltpQQshSYnt8FwYxZhY4Y7GYbU8wwJ+8nxXJiPYUaq2Wh4neoNdb1byscjVW3Bsv0EQpVhb4bIGZJMRxIxaQiZ4egNm104si9Nug/oN8Ww2oY+h4ntGK4l5en7/+OoUEuOnVc+VnrLCCgSqUi4n8mLhgN9VxtJ5hOj3ISUj0hdIGWAPsHzI4FkeTXVTp2md6tLPqgqYMm1pEBUUppIaWAfMgTOkPtUUFpaA6ok9PsdJREU8ZWbVM2EFITRXFj5JJacT0P0dCVSl+hj1RHai9ZJaY0iIs21zmdJhaF6FamBSuGhr+SGwuN2M/putjj1pxmTk/nk6bUuwRP7or0efjrm6qpJ7kR8Wo5W21e4CfcLQf9Vv0mLs0cfmGi+T1QmiRNxvk/bNKTD9Ej6JOlP2o38O2kRnANJDyGdTuvK9g1FklbyOSHqDCliIeUhPm/bZ5Jqqvdyvs8EEimK+P2/GQ9SOhfHEVXIeofdtR2NoCiCjlJXW/TKEtkmOVvAr2JoiCS5i6kAkhanbeDc2gw/oA+xn/uHXB/pc9i3REzZi3O4P86T51dXhef4kUiyP7broGnJM/tGqoP30aakrY4FaHikFpOixDHHBKv0T30m2xpLDEh6Z8ZLmFvt/VfEp7PxHcr5d26VG4s7o+I0zRN1DNNgd+STBof77rtPLr/8crnpppvkr/7qr+SOO+6Qd7zjHfLII4/I7NmzK65/5JFH5H3ve59cd9118pa3vEU2bdokl112mZx33nny3e9+d7vPmlCRij2J4eFhufvuu0VEpLY2/KI1GAwGg8FgMBgmKr74xS/KP/zDP8i5554rCxYskBtvvFE6Ozvlq1/9avD63/zmNzJz5ky56KKLZN68eXLEEUfI+eefL7/97W93+KwJ9VGxYsUK6erq8v5de+21O1XGYYcdVr73S1/6krzuda+TY4899mWqscFgMBgMBoNhf0AqtXf/bYtsNiv/+7//KyeccIJ3/oQTTpBHH3002IYjjzxSuru75Uc/+pEUi0Xp7e2V++67T/7mb/5mh+2fUPSno446Sm655RbvXFtbW+TqML73ve9Ja2urrFy5Uj75yU/K0qVLX1KkoqcmUULJIXzJsCHDggzB8hoN1/FahkOZyIhUDdKlNCxMakJVg6PI1OTpVWGqToja4yuiUG2FtBLXLqVceMme6qk85MrO5t19qvQh4ofM15bUUdpB02JiO6o8kfK0/GfPl4/feuQsERHp3hJOeEfKE9tImoraJkaXID2AbfRUbko0j9bG8Dc7w9RdHU71pVAATahEjWA9JnnqVa48qlN5yhulvmmJhM5JTSAVY9Sjj1Umbgop42xbBvu5WHTPf27DoIiILJzjxi19jxSOWHI+VV3jOGK/UHUnQ6UiKg4VE7uTGpRFPevTrh5PrHVtqa6iKkliv+4tLmFbDvSMtibXLvrHyDTX51u3JM8hhYI2HS66MqpSYTUe2kmThlGZjlSjWtia6mSkPWweTNrb0doqDkjwRwUYTJ3rkbhO+4Y+W+ep+FSqaG0LTUrpU9h2nLDRpxdWKjeRYuUn4Nz+GhspUbHElsOjzlc4vvz5NfmvR8fMk6IGamCRyjdIgFaa/7sHQbEkhRFUnk1QBEzXuGcq5ZXzH+u8AX4dm3u0a0KU2qQtrjzO9+xHHbtUyPMUy7KVNCeR/8/eu0fZWVR5//v06dP3W7o76VwJBEIMiIPoGhzkGnwFBzCIwCAkwzBymYjLBb4YQAcy80NBCDAjyooO6rwTAzGghAEiw12WwgIdEBWVWyCE3Drp+/1y+vTvj3P2qU/lVCXRKDlJ9teV5cNznqeeql276umn9re+2x9TSldk33rjIkKLYp26hviOLLyWfl8doWfRNo6C5k6WePNv+M+vgZFC5TnWs7Is/F4nFS6UDHJX8idwvieFSt+BbCvfEz61ypXRXu7U/MZzNGjSYakYp8mBd3Te8Mejvb1dxsbGZOLEid75iRMnytatW4P3/PVf/7V897vflUsvvVQGBwclnU7LSSedJMuWLdvp8/aqj4qqqiqZNWvWbpUxc+ZMaWpqkkMOOUSGhoZk4cKF8vOf/1zKy8t3frPBYDAYDAaDwbAXYXvJ/fHx8aAMv4jIq6++Ktdcc4186Utfknnz5klra6tcd911csUVV8h3vvOdHT5nr6I//blx3nnnyejoqNx11117uioGg8FgMBgMBsOfDU1NTZJMJguiEm1tbQXRC8Xtt98uRx11lHzhC1+Q97///XLyySfLbbfdJqtWrZINGzbs8Hl7VaRieHi4QNIqmUxKc3Pzn1ReSUmJLFq0SJYuXSoXXXSRVFdXe78zqZXSMrYhQU5M+SakvCDi6CFUWhonvQHlkbLCUOs7OdWX6c2OQlE+5Og+iZRTWMhkXJ1C9UhGkkp5ahClpBUwAdJY7hlhCQaG1NugxsKw9rZuRxWYmaM6vdPaFyyPX9RMYqaUJxGRh17IOvunjnFqBmz3MOo6GFEWUqoIVUZKIom12I8NoP7oM0kd4/Gu+M1IIFFQ36ALGzeD4kPbhOghHl0BdSa1aiCiPkOahz6HNmU/e6pFoJtQfWZ0UnXBtZ6qSob0BecfhNJbYvQoUp6oREJfLU9kqRbjJa6eFSWOTrEB/XX4NGdrhuVferNdREQOneZoQqQAcUxFRM/y/UW/Yp+TVjIUoQmRWqOgghepK6SJkfLEMpQiRSpaDWhOTBIWe6aq1MUSnsXmGNYj1L8lkQRkfE53QAWH4z0F+gWT1fGakELU+6e79r3TXqhotn2dY7TJsbFCZ4jZgAidpwIWaSUEqV9lASWd7kiSu1hbfLpX9jwpdpzTOAZSAcqTiBv/IUrU9uep7BWiGTfWlhecE4kn5yOFakqdO7+5J6ck6Kk8uXbz2bQZqco6B3IMkyY0GklKyjlX/be9JzwXkirHOvE9G0tYp4ip1JFGqP7pUTPRLv69wnZVJZ09fCrfjkHasojRn3YHZWVlcuSRR8rTTz8tZ555Zv78008/LZ/85CeD9wwODkoymfTO6X+Px15mOexVkYqf/vSnMmfOHO/f8ccfv1tlLliwQNLptHz729/+M9XSYDAYDAaDwbC/oSSR2KP/Qrj88svlnnvukeXLl8trr70mV199tWzZskUuuugiERG57LLL5LLLLstff+qpp8pPfvIT+d73vifr1q2T559/Xq6++mr5q7/6q6AELbHXRCqWLVu2S5tEli5dGjx/3HHHSVdXV8H56upqWbdu3e5Wz2AwGAwGg8FgKCqcddZZ0tHRIUuXLpXW1laZO3eu3HvvvXLAAQeIiBRQmi644ALp6+uTu+66S/75n/9Z6urq5LjjjpN//dd/3emz9pqPij2BslRhIIdJikhLosoFw5AMa4c+InsHWV44XM4wv4Z3PZWfxob8caYbSaxQf5Y3qaEwKRrDmjxmqJhtz1OoEJruR1v85FuuTgwhU9FCw65MUtRUG948zyRxVHpS2tPq597Nnzv3uJn5Y1JTWiY4KgO/7jVUTErOMBNhUUkHfUsahfoFw+IM4TOszBB9N5LYqVIVqRUMCbM/GXKnOsr4eLZsPwmiazf7P5a8iqFOpZiwTqRkkXYSVkHxVaEUHAME/YZUxGSOpjQaSeZE3yPVhOe1TqNjznaxJGYbu6CwMwJ6Q84OrH8sMhxKIsjrqUzGMTKx2pXdMRhWz4kl/FIwOSJpCqT7UHlM2xOjK3T0DuSP60GdoN+E6Hv0iVhSSiZvVJ8kNW9XqEEcJ0rlov05p5Ea5tPO0gXXD4y5MkqQFI32L4vQmIY8+lW2vFCSM5Ht5/6wj+t4YD1H8WzSCwe8d5Zrr46f9JirG8cn60E7sS1lAbU8gtQbXuKrOBX6L/2b8wDnTqrN6TxFehQpWVWRuZPv8KEMFcLUNlRucvULUZREfNton/oqkVCEG2ACwPD8uyGnijil0Sk80n87oZjFMUVbaz/Tzl6dR10Z7JdQQsYYTYuUJ44BztuqAjlezrkQ4yhN9Sr4GP4M4JyUEtfXxYRIsGCP4+KLL5aLL744+NuaNWsKzm0fvdhV7FX0J4PBYDAYDAaDwVB8sEjFDuCtOua+Pg9oxIrHiPsm29oV3oxM6Gbd0YjedUOFO9/axdUZ95xN7dnV9oMmuxwOFT1uc/No2q1oUIeeKxC6EsINWlxNYT24MZUrgCO5tnzokCb55ett2bZgFVRzNYiINNa6tnDljSt8upmwAysvrbApV0i4EsA66SoRoxP3/uyd/PFJH2jJH3OFnSuUXbmIQ4WnCx5eRYptQtXzsUgQNw/7K6hScD62uZW+yfozilOLVUT1vb4hRhaQO8FbSQ1v1tSVQW4654oibcaya7A6qu1iZI8rb9zUvaXTneem4dZcXbki1oQxF4uMcWWezwnhpXUuqsWcGuxTXUX8oHM3SSXDev7cEMrkDupPzXUV0taT9Xcv5wa0IzhXvPpud/6Ym1O17aNpbiR1/UJxhGlNbq7gmB8YLs+V4c4xEkef4NwjdW5O6s/5Ajd+0q96BlzZ7C/6kPYv/SMmDMHVeD9XSyb3ezjHBEFfaawpzJOwfmu/zJhYVVAG69fRG14NHgxEgidPCOcmoS/Xlbnz64dcw3Q8ZMbDbeGGdtaDc4z2R1kqHF1hlJLnMbV7PqngqjXtzpV5zlOlgWgSNyb7q/h4DvyTG9Z1jPL3Sti0Fuc51ia7lAoylCkpeDajLmwX/c2PxmWN7QmcoJ/ZLzWRje4aoeDzKIKRwjtX88uI+JviS3J9xPc9504vVw/aSL9WW3o5toYLI1bZuroxMLvMvcOHqlVcBtG3ctdvnogA3Kqiu8f9R70TxYhMBYY9DItUGHYL+kFhKF7wI8BQnNAPCkPxQj8oDMWLnVEBDQbDXxb2UWEwGAwGg8FgMBh2C0Z/+iPBjUcMGzJ8yRAiV070miGsHPub7xAKjGiOa6ia4e3xYRf2rKl2MVzWo8zbMJ69l9QV7D+VEXH1SGMja1cfKQRZO4ymuTEcG3KxYY6b/7jJl1QiDYGzzqQ21UY2CnKDq+ah4IZsUp6e/o3LcXL0HJfbhOHpUDiffchweBlDwQjnl5VkyyNNhBvtvJwApeHvem0jn9cJpgn7riyyQVP7qKwUfor2leDRsY3EtEdok2x8k6qrH8PhOgbqy6l3Hnx0FE05qgNpFhyLoxFddp7XTZn0Qer8c5Mn81cMJFwbuXlVQRpkywTX5y0NlQXXioRpbhOrw3F90lFIeQrnFnDlTWpwm/PZXvpef7oE14wUXMtcB7TjeD87z9GftP9Jl4hRhth39DdtS6VHL3LPoz2qyjkvF9qPz2adeC3z35AWo/MQ68wy/Nwwrl/8+c1d44QcsNGVG5ojvI5Q3o7QvC7iU0kwJXgbXTVXCymurLO/QdqVwXePbv6N5R2h3Um/oT/pvOLR/pCHh9Qfb5zUF+ZiiImnaFtFfDtxs3flgHtvSFV2zHBzfrIkTHlirghSW3WOo1BFKeofo46Opjl3Zsvg/BzL5VJXFRZW0GtGIrmZ6FaVEcqe1o91rorQp+mTQ9WFdarod0IPUl3wcwEyg25OrUyB5lax63kv3kvEslTvL9gnIhWLFi2ShoaGgn8f+9jHRETkiCOOyJ9raWmRww8/XC644AJ55JFH9nDNDQaDwWAwGAyGvR/7TKTixBNPlO985zveubIy9yW7ePFi+exnPysjIyOyceNG+e///m9ZsGCB/OM//mM0t4XBYDAYDAaDwWDYOfaZj4ry8nJpaWmJ/l5bW5v/fcaMGfKRj3xE5syZI1dccYWcccYZwczcDJkqJagm5c71J5z5GIonhWeCl2cgez3D7AyVUeGmF2FIKtVs7siWHYiEi0g4RC6ynYZ87vnj42EaDkPnpUjVnhkHjSZVSM8aIa3LC8u60G2lp3hRqE7F+pOCwrAyKU9eHo1cuJY5KKjyRMrTC6+5DeYfOqQxf6whXYZ5+WwyE6jjXVZaSIUi1UtVu0R82tHMSVDxKiukZZBOw3wUVBjLIAzNOim9gvSB6gqoPHlKL65O7DufelCYp4LHpAmVRWhd6suVA65dTXV1uIK+F1YZKq3M5mVhzoiYuk9M/z9fV1STtL+aSlA/trXnjxsnNuWPOysLKWO0R2Ol89NX2h1tZ2q980+l1vR56lBod2+/O13ruAK0DSkciUT2euZeoQ1IHayO0Kx0LiBFjegvcf6WGA3T5tStR9OuL0hNidH+qiO0TwXnktrKsHIaaRuqguPTo1y/0O6sH8e8+rKvhoQ+gt9XgOXGvAeD8E8dlzH6i08zzASvqejOqX/Vc+zsHHyn6RjsKnEb0FmnyZhHY3kIhkcLldhGI+prfi6ZwnmbCk4cq6T38T4KUOi9nLs8NSHAy69AKt8wr8+2nX1OuivnGyp0daO9bj6BEl5l+E8u9gupiOrv/JuCfsD7tjGPBnxZ7ZAqZQ4jdy37nDYtC6gAkrL3J2+K3wXZJlKkMiX7BKFmv8F+3VsLFy6UhoYGeeihh/Z0VQwGg8FgMBgMhr0W+0yk4oknnpBp06Z55y6++OIdphVPJpNyyCGHyLp16/7CtTMYDAaDwWAw7MvYz/dp7zsfFcccc4x84xvf8M7V19dHrnYYHx/fpd36GkLc0uvOVaRcqJDhfIbRGSJUagrpCmNeKDCcTGZ43IUt66qy1zDMO9bvKBINoGckElTuoepEtmwmtGLomaACU4gOwcRJVC2ppFwIwtCkh/D5SsvwqAmwHVUzBnCeiiIKUj/YLwyjk/L04psd+eMzjp6effZgmMozFFHQqPXC2qW5tkBZCD7BepASQL/Q5zMRlpcMEG7DEH7ID2PqOrEEehwOtQGKj5+ED30+5Cg+leWO1lWVdLbMUwIg+U/aXBkex/qNI5mbUu/GMmFlKiZ+4tiuCih7EaRLeM9mGwdIR9PzrlzfP5AMEn5a3ukS18mE7BwVYwQkUuE6x+hllXmVlrASl69uFvblfFnoz8EK54ceRSkRrocqCo2g31LwU9I5agI+FgPHVExdiRRATfw1HEi2JuLPo/SVkNKZl/SvZLTgdxFfXWksE6bB6rxXEnke6Vs1MI2XBLA/R6eM0J/op+PjYTU0HVMNoOMR73a6+6jWVBJ4X7L+FWVhyiHHACnAOmZIjU1GkvfF1LrGAgOobwxKUKDr0n+HkaxyfBBl5+Yp2q5nwM0PnHP7RkFFzbgxo/NJdYWzHZUJpzUz74krm+3Vd6pPAXN3kWIXU6fqHlH1shjtCFRKvONZtvYjxxnHDvvCU3CEzTJDWZ/MjICCx/kNfThY7WyTau/MH48jWZ4UqfrT/o595qOiqqpKZs2a9UfdMzY2Jm+++aYcddRRf6FaGQwGg8FgMBgM+z72mY+KPwXLly+X7u5umT9//p6uisFgMBgMBoNhL0Yokrc/YZ/5qBgeHpbW1lbvXDKZlObmrOJPb2+vtLa2yujoqGzcuFEeeOAB+Y//+A+55JJL5Nhjj93l55DmQgWInt6R4DWkKej1/aAVkI5QWe7CqD0DA8FrNMzMMHD6wAPyx0y004XEVBWBBG8MyZNSlAEHhYnLqsp3TFMg9cNXEHJljHS40ChpOVtzyfJIhWhH0jyGw3kfaTtK1WH4tQsUK9qRajBKeRIReeiFDSLiK0Xxvroqd8wwNX1B68cEZaRfkE5DqkN3f6HiCfuZyjekTcWoHUqhIjNgW7ezKRVuSEWjOorXp7nJshb1oK17Eq69vb0uzM8kVe9uy/IHpzU5mZxYWJ79PNzYkD/uGMy2sX/I2Ys2TVOJhtSwZOFk79NVXBkDw278ra90vjAy5OzRP4QkTjnQJ7YiWSHtmIA/dQ1l69rW48qqq3IJLCtZJyTi2tbdj+PCcULbcQz4ye8c7YX107lgcKL7vWck7BOT6hzNjVC/3tDm2jUZyQDpY0yUmQokc2MfUg2tu9+1y0skh7Yr/ZR1Js1wIqg/sTlG1YxYRg8YYBxz6TEknSsN06wUHPuk/pD2SQpKO3ykcWpWyVD9Z/t6jFQ5WhTndk9BKkfhouoZqYjpMdrajTU2JdQuUp7om1QW4nh1zwsnje3Cs1NeUk2ofJWGKL1u3iGNbGMXEg2OuzaWT3B0aa2elxzTo466+rG99L1t/dnrh0bC7zGOS/pKZpxzTPY5pBZz/o3ZjBRA9bMYpbMklrgO9Vaf9OfIQpW17csYZFLVXELBGK2SCn9E6SQ3//J6yYRpfYY9i33mo+KnP/2pzJkzxzs3depU+f3vfy8iIrfccovccsstUlZWJs3NzXLkkUfKD37wA/nbv/3bPVFdg8FgMBgMBoNhn8E+8VGxbNkyWbZsWfT33/72t+9hbQwGg8FgMBgMhv0L+8RHxXsBpUl09Q0Ffye9iCFmhu6Vauep/0SS9TCcT9UPDcFSUScGUgwYotXwf0dvOCzL+scSFmn4lEmd0giNklZIjiFVIhiu1fAuqTohxRQRnyLBcKxShXiObSGoYkGlJ6U9MTkeqVC9uJZ0CIa9mQgvBNaPIWn6yuBIoVIYnxei1YmI1FbC1rny6EsE6U8hOoJIWEUopv6UKCEVLazMRKqWgjSWevhsrN5aBkP/9Buan8+mffN1TvBaKKqhwBrQHnoCKjP9aVIi3fzg2wAqQ1A86c0lZ6wsC6uDdZU5GksmovLFMarjnGOOY2B4NEw/9OhjAVpBTAGNlIX2KkdRGxtT5Rso/qTZX+FkaiRYaruSnkKT+50uy/KGRtDGZPZ8BXyJNEIqqsV8VtFQ4cpVdSsR36e9JKNoL+lDSgeNUfP4Lkl7ieQKqUasExPlEWWeuFOgb/He6XKvhOi8koFa0FiuDb2DO38f0Wc596sf0l5VnqpfuF2hpG2kkdGnSXOsrggnbesb5Xsl23ZSd2PzGPuc/awJSsfRn74fgEbY4DqJ40FJjmxrbK6m/ULvGJ5LRlTPCE51Op/QH/1kkPibIZKAV+fJShkO/j4EKiUpebye/ZiS8N9iexr7e66+/bz5BoPBYDAYDAaDYXdhHxUGg8FgMBgMBoNht2D0px2AobbyRDZETCoBw4lKYxARSQ6HaSpK59nY7pRxkiVQuBl3IdDh0QEcQ3UkR29Ilri6NfU6qk5ptUt+x3AoKQtab4aYqarCOrdD1aoMbdRwLWk/VKigsgXDod09o8HrNTROSgDv85PLOTCMrtcPD4dVVTy6VYR+oXQNUp5IhTpy1oT8McPXDCdrf1HdhWHjmOTcYKCPSM0idYV9WxZQzBFxYW9S33htJIruhb35HA1xs7xMJGsbVWR4iT6fibBIbeOYGxh244TEGPVlrx4elctd6ydIK1xDYb8kI2F70oT4zJ0lzaSSGZNeDVY4FaSBrmzb6fexxGoQ0tlO/QuJuHJjVOlzIiITGzivOB8jDYh2UvYT+6KixPXRBtqgxvUj6S1q1yYo8HA8+0o64T5S6gnLJR2QNqCtPXpWbvzzPlJ1qDDHevj9nP3/qvJq1A2KRIF2b9+WIHWppjDZpYjvC7wm5J+k3qUiY5tl0076TtvUHaatkj7LeYD10DmVSTJJGeLYGcMxm6JzCG2XSCCZGnyWcwnroe9RnqNPh96hIr5CFOcQpSAOj4ZpsgTHH6kv+u4sjVCLST/mu2kE/djWk1NFRAK9WKJMwlfzK0wASaSYeBE28OaE3PkY9Yple+/CcTfXKS11sBSqiIG/sUS2S0Q6Nha8ZlfsYHjvYZEKg8FgMBgMBoPBsFuwSMUOwK9ixShWU7ihjiviDdXhFUBdgeQKUOx5XMnzN6xmy/AWSfElzxUlrvx4K1S5enOltR515ua/kXTYRfTWUz88VX7669bc87iqXbj6L+JHMLiyppt1GT3hCk86oqUdWoWvqAzbn3bnKgdXNjUPBVczGZ14+a3O/PEZH3H5LVKB9nJVqq27cMP+9vXjaqauIrMM1r/Sy5FRuOFdJLyZkBGfYWxM5OqSbw9nS/WXSQ1upYmrqmUYD21YVmcZujLMZ/BpEapqAAAgAElEQVTZHAOhyAIxpdGtglEwoKYysjk4sLQVEzzgxt4yHPOZanf2Ie1L23AMeM/P+XtVuT82FNwQXF8djpJybOsKZTVWNuk3w7B7TSqNY/fMoZFs/7IvmKeivhqbdoe70BjBNdkCGelMwe9HIpuUOTbUbxgR9PX1w5vwOe+pn5UmXVvZhx2oHzfL0qb6zJF0Jj/u/NxBrtLtGIsliZhIhOZZcdeyvNF0eB5ltEWkMPcAV3exl1oSVWXha3JorC0rOCci8u42Fy2vj7zTQnMdoyvrWt1Gfs73jFSWJLJjkPMH+9xvtwPrwTnGRfMZyXDHzchNwnwOoTHKZ1A4hFFl3kfGwuQJ2eewj/heYXm0L9/3OmfF2hqbt0P5V2JzUHlEGIDvD+0PXsv+jAlihP6G8p69k99FZK8LSewsgr2vo+gjFVu3bpWrr75ajjzySJk0aZLMnTtXzj77bHnssce86771rW9JY2Oj3HDDDcFyxsfH5Qc/+IGccsopMmPGDJk6daocffTRctVVV8nrr7/+XjRln4R+UBiKF2N72aS8PyL0QWEoLlRGlOQMxQMuMhkMhvceRf1R8c4778gJJ5wgTz31lCxZskSeffZZeeCBB+TjH/+4fPGLX/SuXbFihVx55ZVyzz33yNhYIXfwsssuky996Usyb948+fGPfyzPPfec3HLLLdLQ0CA33XTTe9Ukg8FgMBgMBoNhn0NR05+uuuoqGR8fl6efflpqapyG8Zw5c+Tcc8/N//cvfvELaW9vl2uuuUbuv/9+efzxx+XUU0/N/37//ffLvffeK/fcc4+XQfvAAw+UE044Ia77DK1kXUn0NOuxKkLqzx/e7c4fHzyltqBchhiJ9gFskO5xG6cZWtzQlg1JM/RYPdFtzh7qdB9U3AjGZ+qm7DnTnQb+b952tJ65M+pdediExlCx0jYOmOQ2L7JOpFwwLFtVQZoYN11mQ4Z9oAQwPMxQLKkT7DrtR9bDp+e4Z7MthIbxWWeG4kl5uuEel1TxH/7PwfljXdFkFHTyBEe5IEgPCFEguIF+S6fb7EsbxDbZT8jRGpg3Y0unu5a0KYbfeT1X0HVTflu3K6OpzlGharGZmv3FTcoHtmT9hX20oc3VY0uve3Yr2ju92XFrBoazft0HqgHpFwzMcCNupad9n33+xq6wfzB/wWTQZbqGaLOsfUljYVunNrk6x8a82om+wnlnJO3mGD6HY5vzkM4VnI+2gYpGv17fIQX3iThqx9ptFBdwz6bdKye7uYckFaVhNYFaQ1olNxhXl7ryhseZnyf7/3Wom0/xcL5H2yjthODYov+OpMObV4cDOWhIB6LfE804T19gvZUqGXt/MJeBjhcRf/xvy1FaEugXxoz5vEzGtZfjRKksWzr78+doO26sZ1tIUdU5hP5T4VEzXT303SUSpsSS5kShgapyUg5deW9v6c0fHzQ5+55lzhuOOb5L/PcR6gG76+bwGJ2Y0V8vr0x/IYWZ7xr6KW2WwhjgeO0Z0M3ehQIG27eLcwLn35bcu4ftbsPfF3wPc2x7uXVyg7FnIEyP4nuH9K1tpWXBa1y57tgTq4APdSNXD1Nc1KbC+UsMexZFG6no7OyUJ554Qi655BLvg0LR0OASLS1fvlzOOussSaVScu6558ry5cu9a++77z6ZPXu290FB7O8cOIPBYDAYDAaDYXdQtB8Vb731loyPj8uhhx66w+v6+vrkgQcekPPOO09ERD7zmc/I448/Lq2tbt1m7dq1csghh3j3LVmyRKZNm5b/ZzAYDAaDwWAw/KlI7OF/expFS3+KUZK2x/333y9Tp06VD37wgyKSpTQdddRRsnLlSrniiiui933hC1+QCy+8UJ544glZvHhx8BqGOyflgiUj+A6bWu+6cGtfmNbjhfSGslSXzR1h1SUqxwxFdJ81XO9vGgxTTRiiZwhW1Tmou11XFVbYYFieYc3BvKqKq9sAQrsMtfqhZ1deR4Za2tmyGVLlcTw/iGuD2p0a3Z46hheudeXR7hpeZ/4NlkGVJ1Ke/t/ja/PHC+YdJCK+tjjrnIzo9dPfOnqz/TgNFBpqwTOMTvA5tLUrg/Q9aIEHckmI+EpKSiWqLC+0l8j2aiZhDX6lfFSVh6eemohCCYOJ2gafPuCOWX8qpZDKkL82QokjpYE0FVIMQqo0rCfbMhLRiE/maSzuxl48j/Xwn+Oup2qRUidoD7aLfVcR2XisY7e6AvkI0M/U86eCFGlb2jcxkQDOi0Mlro8432gTY7lEOAaYK4CUTUdFxDyFtkyCSg79htSfCZXZdpGWQiUxzuH0MVJAtyEXhNo9pmLHOZVtZNu1PeNebgX3PJ6nMlqIYskx4ufWyB9KJIVLfs6lGhLbRTqVR5uD743nyvDnwvD8y/PMMaGKi5zT2C6OEdqa13Bsa/+zLRVlrh4xZTf2l6pqvQ1KFMcf28K5JIk8NdqP7Fv6B4dXSOFRxKmrjcKOpONyLuZ45btuJOArsT5KJgufLeL8nvPR4EjhWBXx30eVGEecG8G2NRQRivaj4uCDD5ZEIrFTZably5fLG2+8IU1NjtubyWSkra0t/1Fx8MEHyxtvvOHd19TUJE1NTdLS0vLnr7zBYDAYDAaDwbAfoWjpTxMmTJCTTz5Z7rrrLunr6yv4vaurS/7whz/I//7v/8rq1avlZz/7Wf7fk08+KevXr5dnn31WRETOPvtsefPNN+XBBx98r5thMBgMBoPBYNgPUJJI7NF/expFG6kQEbn11lvllFNOkZNOOkm+8pWvyOGHHy7j4+Pys5/9TP7t3/5NzjjjDPnABz4gJ554YsG9J5xwgixfvlw++tGPyllnnSVr1qyRSy+9VH73u9/Jxz72MWlpaZENGzbIqlWrvCRKhKd2lGOhMHkQU8yXQb2hfSRMdZhWmX1OZRnC7InC8KCIT51JBmLPHg0D4cuYKgnD00qNaK5zIVCGNUkfYmjUSzyVqxLDtuPjYa19hpunNSFhGeqkRddWhpMAhWwgIlJZBspYnrYRTiRVhn4e8ugohSFp0qNIw2LZDNcq5UlEZMVTb4uIyCehFMWEW6kI7YF9Nxygy8TUR3hfJ5J5VeT8jOdqI4mTSB/RBIvbP0epEaTy8NkVCNunS8M0G6VtMHRO2hSfR6oAaQhaRiqgJrJ92SwjkSi0KcPzIxFa2sRqV6fu/kLKkJdYqw4J1EANWod+rkg55ZWxTLbtMXpfU5mr81Cp67vuftd29p1SbmJqPN54gP2ozLQ5pwpF+kP3qKs/bUPKE+fGGG1LwX5hAqyRksLyBhKu3ZynmCytGjYLJTyMJWejylOMgqQJT6k25SckddgVf9Jj+qlHvcI7gf0YogyGEohuX7/Y3KnqcCX9hXSb7O+uve9ucwpRtYHkorFkgOPj7rgkxqHK1zmcjJP+HUv8lk/MWR9Wr+K1pELR93Qsiri+4Vj0kzC6erOPmHROfc+jlKEetZXueUzCOYhr9P3q05JAx2X/JwvvE3Fje3QsbF8vKWFgruY1rAePPfpsKly22rpnDD4Bl6DfUBFuKFOYgNVQvCjaSIVIdn/EM888IyeeeKIsWbJEPvrRj8onP/lJeeSRR+Tmm2+We++9V+bPnx+8d/78+fLggw9Kd3e3JBIJ+d73vic333yzPPXUU/KpT31KPvShD8k//dM/SWNjozzzzDPvccsMBoPBYDAYDIZ9B0UdqRARmTx5sixdulSWLl1a8Ntpp50WvW/hwoWycOHC/H8nEgm58MIL5cILL/yL1NNgMBgMBoPBYNhfUfQfFXsSPiWkMOzG0OmmPheuY1iQYeHuHIeqYcTRHxj+I32EqjsMC2ro2VeeCSuOMCTJkLWGkKlUwagiQ+dsC0OPqjRBlSeGmxlG9ZLkoGyGsjW0zGvZFiYp8sPhhTQQhtFj6imkQJBWREURBWlaPpXHXUO6mtKeHnx+Q/7cCUc4QQCWwfqR3qB+w34mPaOhxoXZaTPSmxprsm0hlctTEoMdp4KexQSE7COlV5A6Rv8YEWe7RCITvEb7NEbJYN/FVHBoh1A9SX/ZCePCK5e2HkkPhS4PUlBIb2hFcsFJDXW4xs0VQ7Wu75pz7e2FMg7VeqQGyieDHK/hhmn9qr3x4sqjndj2wRFXnlI4+AgqHHG8kPJEKlR6LEvPrIio1HHuJDhn9Y+V5s65k6QM0T8IL7lZzh6kfVGNjG3xFLNQhpZH29GvQhTB7csgtE4xn+XYqC93ZXT3u2tC1D8m3oslmvOTr2WfQ/8gFdGnMbnnsF1sg2JsJ1S07eukZfM+vkv8OZLvlcI5hrS6mGoU2zteQbqte74q3dUG5j+RsDKSiD9mdJ6i/7aDijol5ebcjV1hm4UU64iYWh6TlqZz42gICQVZLvs8lEhTxG+XKzfcnxwbHIvVuUs8lUv8zucRofdHrgbB6/c09neGVlHTnwwGg8FgMBgMBkPxwz4qDAaDwWAwGAwGw27B6E87AJPblXd0iYjIcGND/tzAGJMGhZPyeMnXcqE+ht9JwyE0/CriU5c0VEmayPC468bXNmzLH8+YWB0sW6lGPk0gTEtiwieqn2xqz4bXGbJku6icRaoGEyCRZqOqUF0IMbNsho1ZNqHhcIbt2UYqMG1qd0kCY1QRBcO8bd2un5lAiCFafQ4pT//3rhfzx+8/0PnQotNcxvh1rU5hRakCWzpdPalaQrDOtM1bW3pFxKcSMDEjkwqth7oL7UEahfbvIVNr8+didCoqH/UmCqkMTFrI8PvbW5x8NOkSTVXu+J2tSpVz/rF2s6MdHdhSE6zf5g5X9owJ2bHBhFEM/bM/t0LRmrbWccSx6NPqnD2oqCagCal9aed5R07OH69HMsvBSEJJjl31Fz6bCbI4ng+e4uxEOkRrV7aMAzB/jJaSZuj6dn0HldGc/ZRuRBpGl6uGN8eQ1tUywV3T3V9IcyO1gPbgGNW5KVunQqoRr2Xf0e9DajuhuSF73tmO45X24zyk5WzrDtef/Zkec8eh+pGSU++N7XCCSiaj0z7ns+kH725zdqQ/8Vjb5deZlNn8oZdQtA3vt47c3E5aDMfLzEnOjqTTsQytB1URaXPOWaRT0Tb0BaX70Qep0EU6GNWY+J7Sa2K0YNqX9iO1TcdRjBrEMcDEt9ObXdLUttyY53uR/cz7vPf5kGu7UvZifhqjs3pzT3/2mr5B9zxSrXltH1TDysGwY5+Whf90MuxhWKTCYDAYDAaDwWAw7BYsUmEwGAwGg8FgMOwm9vdcGkX5UbFo0SJZuXKlLFy4UL75zW96v11//fVyxx13yCmnnCKrVq2Sm266SW6++WYREUkmk1JbWyuHHnqonHrqqXLppZdKTU02xN/Q0FDwHOIzn/mMLFu2LPo7aU8KJgFjOJHhUC+kmlPy6I4kUOuBAouf/Mc9R6lVTA7TNRRWaWDZPNaQKcPNfJ6vZlKYBErE0UZ4LWlfJRGaAsPGDIfr80sjiQip3sKQKelSWoYfUg0rs/Ax7CNV6vCUSGDU2HwRSibEUD0pT6+sIxEkXIb2DSeoWIJChuXZdg27UxWG7RqNKM6wjQxx817FzhRCREQqYF/1IU/lJ6KARWpCf7pQMYTt5nFMLYTt1YRKI2kqIIVVrXwVOAf1FVKK2Ec8rkDCS9ImRbK0LfoYKQakBo2kC1WNRHwqlNI1BqH0QvrkgKuq13cjXlK8rM3Y7kQkSSfnhJCaHO3oK9Y50PeoJpVPRJkK9yHrkcmE+y4E+mmMVsL5qyyXYLN30FHs0oG5S8TvF9q0MqAaxnHBazmPxtqifku/jyXTIyWS9BGlnw7gd74n/LKRTBH9kc7Vjz4bU+WinTzaZM6vxzJQ+wso4Yn48xuP1X60HalQ9OVRT7UoPL9p2b4CmvNfUjPphxzHOv96797hwjEi4vthJqAmRkoU/77Yma+zHrHkg76KE30ypMyUCZzzy45RorUNnC9JSd7W7cYXqcWe6hZVz4z+VJQoyo8KEZHp06fL6tWr5etf/7pUV2c5lel0WlatWiXTp0/3rp09e7Y8/PDDMj4+Lp2dnfL888/L7bffLitWrJBHHnlEWlpa5LXXXstf/+ijj8oXvvAF71xFRZivbjAYDAaDwWAwGHaMov2oOPzww2Xz5s2yevVqWbBggYhkPwbKy8vlmGOOkc7Ozvy1paWl0tKS3RQ7efJkmTt3rnziE5+Qv/mbv5ElS5bIt7/97fzvIiL19fUiIt65EPpGCzeOcYWlsy+8iZYRDG6+bToou3mKq36/X9+dP+bKJldcuMqiK02/e8eVO3ua08Of2ug2aK1rdTtMuaKhGwj5vLdxLfMacPWLq0fbutyqwoyJ2WdSj5sr0Vyp4YoGc3HoqlhlZPNXE1bbudozrcm1V+vK+9hGrnLMnOQ2qYaiKuORBSDakfblappu+OXKLTdkE5ff+Yv88f+38K/yx7ryxlXod7a6PucqF1ea0hmsjpZm69TZN5LvG67GcxUppmXPTc+6MXIkovnf0Ust+B3roDP6xo21cw+ozx9zxXM92q5jLZZjgD7Ljd/NEBoIjee2buaYcOPZ11LHpsvcePD18F2duPlac4aI+JuX1db11Skpy61cb8R9SW+TJ8Yf6krb6PhpwvzBcRbL98Hn6Mq1iieI+JGxrRj7jIINMFqb6w+OrdhmTubAWN/hVjHVJ2nHFqxgcr7hvMI5Qe3BccsIGPsiFq1Vf2qsLcvb710IG3ATMMFNvrSfzklcSaeAAvuW45Jl6Gowxx9FB/gO4tjwBQMKn8EcNF4+ktJwRFLndkY7uFrf0efaOJp25SVLCqNu3iZsrGZvjogVhPKGpMcyeb9mlJrCJzFwnKsvcIzEIrGcEzD95m3DMhidZ8SH4N8HGpljGWw3o+zsI/qezmVdAf8REWmspTCL8z1GODe0Zf2dY4vXlkfyT3GMjuXsO3lCRT4C29YTzgfEd2vGy1PjjpsPrJRixM5yI+3rKOqN2gsXLpS77747/98rVqyQCy64YJc4a5MnT5ZzzjlHfvKTn0gmE6YvGHYf+kFhKF6Mx76QDEWDslRRT8UG8T/IDMWJUGJMQ3GBlE7DvoeifpOdc8458qtf/UrWrl0rra2t8uSTT8r555+/y/e/733vk56eHmlvb/8L1tJgMBgMBoPBYNi/UbT0J5Hs5urTTz9dVqxYIfX19XLsscfKjBkzdvl+XaH9U3fjM2w8Y0L2uHs4rCfNUDbDmqQHtA9k68GwIWlODBtyxYXhaW0TNzhxJZo66dSq5obmrbnnT6h1IffYYjbDpCxb28XVO26o1HCpiEgqsiE0tMGRoWSGur1NtgjRZzLu+Ro+Z+g3unkYoXZuwNN7+bzBCP2F/cKwrFK1SBcjDY7tJuXp+h/8On/8z585QkR8ugJtzXAzqQf0G30+w9j0sWRkcx3P02+0vaQJkJoya7KjSpFuQFur/SojIuO0O32F9dbzbHdtCakf4c28oc3t7EP2F+04sd5RobwNurn/z2SwKXYE+TcqXRuZl4N0GbUf7TUFFMZOzCvsI/oCbaPUnk2gjHCTOCkQ5RH6hfoy+5Z0IPoH7cd6KFXPzw8Rzp3RM8BcF648zWlDWg/tFBMR4EZQrWsj5jqO4dJk2AaheSpUrojLsyAikiql2EJ43OkGWL4nmHOB+YAIzmsq5MCxmIlM4qQSMY+KtoF0MNafAX7SbLjSrJuKSeuJzYv+pl1szs+NxYHIJmY2i3b3Ike5Z5Kax2ungrZDHyI1sCtAUSM8URWPOhiei7V+9HtSGEnx4Zzg+/JQrp5hShFtMBKgH4r49LHQM/z3iruPttR3OOcEvtc5d7IMjg0drzF7sF38WyKUF8VQvCjqjwoRkQULFsiiRYukurpavvzlL/9R97766qtSV1cnjY2Nf6HaGQwGg8FgMBgMhqL/qDjhhBMklUpJe3u7nHbaabt835YtW+RHP/qRnH766VISkSk1GAwGg8FgMBj+HLA8FUWORCIhzz77rIyPj0t5eTgsnE6npbW1NS8p+8ILL8htt90mEyZMkCVLluzGs93xSE4UuTwVDjFT8YJhSIZXm6pyuvYIFY5F9K5DYVQRF7pnOPSAcUet2YrwNkPPVN7QMC6VcTyVJIQ106hfSG2DYcotCLMy9M96xHS1NWTKsDKpYQQpOVRNUbszFM86M3QaC8trPajzPxaxAak6Hb2u7apsRBoAtceZH4S+opQnEZGvrvytiIh86ezDg/WgYhKfU4NjrV8rwtik8pAukYnkdmD9tDxS+uiznExJN/BzIGTtSzWvGH2L+uRzZzhVKA3Bk7ZGRTDSW9jPg6B5HHZAlj74xsbe/Lkqj3pDP3TPISVA9e5JRezZ4O47qNmV9+ZW2BpDQO1ABSQvvwzsqHluRHz1LF8X3qlJuXqGc7zQb7oD+V7YR10B1SARkan1ztZDmcI8BLRdbOxzPHi2yc2XzFFCVTGqrNDHQqpg9NmX3+rIH1MPn0gE8oawDFI8OF/GlGo4h6vdqYpGiiXndvp4dYWj7UzIzY2kufA+j5YKNT/2h9KeOI+Rphej+xDaH1UR1T5PBbC8NHi+Pzd26Y+hvD8ivsoXx4DOK1R4I7WG7/KWCW4OZB9wHGnZfDZtwGdz/JNqpvPQSNo9PEZ9Zn9xTlVaVDtokBwjqUiuHkJ9lePPy0cCX6aqGeeKsbHCscs5JjbnUkVP61FTGaZEEnzPcsz71xsVqhhR9B8VIiK1tWHJPsUbb7whc+bMkZKSknzyu3/4h3+QSy+9dKf3GgwGg8FgMBgMht1DUX5U7Ciz9fa/X3vttXLttdf+UeXPnz9furrCWY0NBoPBYDAYDAbDH4ei/KgoFpASUlGSC30iwlgBds4IwqhUgmKYsXzbNhERSZa4ZHUM8zGEPIzEewzLKk2ByY26J0zIHyd7HZ2D4U7mk9DQMsOKpCBQDWRoMBz2VqWGJOpGmkVDytnjkElQoughzcY9U0O+DI2S3kA6QmnShZvZRg0FhxROss9z9iWNhTQPDd2SdkAqDEPTLINJgRQsg8pZbAvD71QnUtrT0h/9Ln9uwbyD0BZnO1InaDNtV4L9iWtJB2qsdeWRyseQutKUSDUhGOomHYk2y48jcb8zhF+KKDtVkEg3UGpaY637vRQNZ1ietmYZWg8mW0whhM86c5yMIrR/8MSszTb3hP2DSnHVFfD7ZKGyG32MNKeOQaivuaEtzfXhZJsNOboE28IxwASKVFvxKFw5mgfnHdIceZ71IzVU57XGnrb8ueHGBndth1vUGU9DwWZSc/64ayg3nitAHcIbq7zdJUAdbnJzYCJRqKhXnnBji/7NMcqxSJUbpcW1wXYcFzNbqvPHHF9UiyLtSGklpB3FqJKkOXJs6zXs296BsB/2DLi285nqI021zpcIzpekK5FKpEpQrAeP2W7ON6HknZw/aH+e5xzJ+mk/k0ZEqgznSPYz5x7eq/XrjdAg+c7gO4v0K+1nzpdsC23KthDqn6SwVpYVqiaKiIj7s8Jri1JRRyKJDYnZU10hfQHaNX2Tc0KMwsj3QFWOvr7Va0uYhsX68e8pjtdixX6+paK481QYDAaDwWAwGAyG4od9VBgMBoPBYDAYDIbdgtGfdgDSHpTqpAnsRPww72g6HFocQhnDE5tERKSh393HJHEMgTLR0YEIrw/kQpJUopg93oPnufBrc1041BpS7GBCI4bOqSbEtmi4nqowDP2TarKp27U3pgCj4W6q0FBBinQDKmEwlK3KN5URJZJOJ3bl0U0YWtYwut8W127ajJSmkNoV+4hh71CSMBE/ZK12IuVpxVNv54///uRZeB5oZzWFajv8nfZ6e4urn5ekDCo+VNfS8uhLVP2gTUn9OGCS89+ekaz9qCxSWRamU5F6QL9pachSdWhf/l4+GqYShNTEqIbFMDvbSDrSCOy0viPbX6RYkR4QSxhHKAWFbd3c48YcaWnl6Mctnc5nSWvQ55Qk3HiJqZdRjWc0oFRE9aqSRFiNpbESiakyzu6q0tNdOzF/TtDNQw3uvKPEiQxlSF3L3kCKFe1YD8oTqWbd/c42Om90g8XZEFENq/AUnahglLUN50WqP8USEbaij2gzvT6WGJBgH7y2xV2jLucnMCz0AxGRJvg9KSt6CcdRKqIgRBVAurKOfypj+SpJUO5BNr0Q9YfneMxxSfoW+0OTB5JGRhovVb74zopRkHQ8kJ7TG6ECZyLjXPsolqCQqmEVSAZKm+n7kPNsbF6hH/K8zsukYbHd7POYH2rCQPosx04TqGHsf84rOs4nQ32LfURqE+tBepmX/C4sDrnHUbKf858sUmEwGAwGg8FgMBh2C/ZRYTAYDAaDwWAwGHYL+wT9adGiRdLR0SGrVq3Kn/uf//kfueiii+Rzn/ucXHfdddLV1SW33nqrPPTQQ7Jp0yapr6+X448/Xq655ho59NBDg+Uy5Ki0jdIws8JL4MXQHek8k3MhQoYvyyIF8prXNjh6k4YCGeal8slgu5OIIQWJ4U4Ng8YUOxhujl2j9CwqYjBUPBF0H4abaRuGSfXeVNLFNKky4yUvamACN3delTdYboyqw3A9y8gn9UNImGFjtpHnQ9SlhpqwqgoVTNguUhlU9YXqHqQ8LX/yrfzxGUdPzx9T5aSuKts3pAzQH0nboXJXaTpMndH6+SH+RMHv2We7kDX7X2kjpAxsRUIo0shIN+BzxnI0Cp5jSH04QAcSEXllQ7c41OXKcP3WBwrgEMroG3UqU2MZd43Sh+jTpOZNbXKUCyrfSA0pdNm2pzxfd3WmUgrHGhGigdA3K9AvTL6libVEfFqM3ru+w9WZfuDTfWryx5zK1M9iySJps3SqFOdJFcn+P2l1pGqUQ2FuJB2mfuhcwPmSfcSEh77CXCHlanOHUySa3hxWfOJ8Q7pPCnQ0LZv3kQbCNiIXmTev6fhhv1QHEl9uf19zvStb6UB1yQMAACAASURBVKycM0JzMuu8/Xl9DtWaSj1aD33T+Z6XFC93Da9l8tHKMjeO2LeZQBmkshJUOiM9lgpH7AMtz3t/lNB2YUpTiPK6KzRI0kXLAsn+SKmpiCQlJG2KZejj/Xe8m5M9ShPsTujYiLWF9GlPzQ9zgiax3NLpfIWqUbG/Ewj6lqE4sU/20A9/+EP5+7//e7n++uvzHxQf//jH5bHHHpOvf/3r8tJLL8nKlSulv79f5s2bJy+99NKerrLBYDAYDAaDwbDXYp+IVBDLli2TJUuWyB133CHnnXeeiIjccMMNsmHDBnnxxRdlypQpIiIyY8YMWblypZx44oly+eWXy3PPPeetVBkMBoPBYDAYDLuKkn1yqX7XsU99VHz1q1+VO++8U37wgx/IKaecIiIimUxGfvzjH8s555yT/6BQlJSUyOc//3m59NJL5ZVXXpEjjjjC+53hPQ27MfznJYJByC+JcCJDiyLZ65mkqDSScItlU7En/7xUmDZVWR5Wq2AYV8PkoWQ/29eZYVLSL7S9DHu2gVoxFEm0w3aReqCqVqxzCxQ7qHDTBWUshk/1ozBGl/BCwuVhqoBSZxgKDyWAE/GpKYQmRiINh8dlntqGswfL1j4iNYEhYVKeHnphQ/C8+m95gNoi4lMC/KRY4dCz9h3LoP+SWsM2hqg1pFAMjVBdK+wrhKpuzYSqVCxBISkBVENTX6YvlWC8k25Au/cFKFn0wRi9oSRyXuvK0D8V1wiOV46HEDUpFaBQiIhMwBjmnEBba9+wLX7yM3e+JoU6SeH8QIUY+mGyJJz0ivVWW/Pc0Eh4XqEvKwVMxM2dbB+TI0a6xRuv6uNKJxTxaSctkeRspLyNlDgf0vmV/UYfYhvpy15/5Y59OhjpQ64MUhvDKoDu2VQdpL9RVY5KUOoLnAdoO/q1T4VzZaiyEJ/BOtF/QypaIm4803akyvCY7xjOU3wH6vuLdvTG+VhMBTJTcBxLcEralK/UiHl5rJDmxrHv0fq8xLKgruXqx+m03Es0R990dWVbBobcmFLQ9zi+SpkAtL+w/3kf/ZttbKorTMYp4veXSFiNy7Bnsc98VDz99NPy6KOPyqpVq/IfFCIibW1t0tXVFd03MWfOHBERefPNNws+KgwGg8FgMBgMBsPOsc98VMydO1d6enrk5ptvlqOPPloaGhq832PUJl0VCP1O/fS+0UJT8QufK9sxTWlFZ2T1ZnOHy3tQElkl1JUTPq+h2q3YcnWMK1dcmdAvf25WZj25MhDTYOc1ep460/6GKmzKxFmuKulqZcVYoY569nd3vqo8vPLmVhShaz0aXvXjCqq/sSx7XFsZ3owci07Rfp256E5tRNOb/cLNnLSprlbTBlzJ4wpaLGoxa4rbRDsyqpubXXmMOKAaXp8zUqUrx1Ma3SoSV/R5fu1mlxSkAnkodLWPeRa4qkaf4GrmSCDSw5U0gmODq6ZcNdP+YlsJrmbSTlyVVD/j7+xb2o7tmoFN5epPdVWpfOSL8wNtQx+jX9dUOD/rH8rOIVz9Zx/1DLiymb+A84P6FscLo3I8v6mbG4UL5x6uLPOY4Gor66HXD3ubYt19nGfpC4z0qM3KMH1zw623MRmr4/QLbe+MiVXy+saegjLKGWHGhDSSducHhrDxP1f2COzBcZmKiETwGm07fSwZWdHnHEnfCkXV/BVsRoIEx+4/1NaMDrE/OUfy/ca5rKKskC/CCAdzTHh5cYZc36kowiFTa+XVd7OCDHwX0ic4XmLvPfUnjtuYbWhrlqfvkrYe1+6Y8ElsY3LoGSHmgkg8x4j6ZGyeok0Jb7N8bh7iXELfC/VhYXlZW9ZVpfKshi4IEdAdyYCgbehPtY37Oc+oSLHP9MrkyZNlzZo10tPTI2eeeaZ0dXWJiEhzc7PU19fLq6++Grzv9ddfFxGRWbNmBX837Bg+vctQjBiJ/DFnKB7EqHSG4oF+UBiKF/pBYShekCa9LyKxh/+3p7HPfFSIiEydOlUefvhhGRgYkE9+8pPS0dEhJSUl8ulPf1p+9KMfyebNm73rM5mMfOtb35K5c+ca9clgMBgMBoPBYPgTsc/QnxSTJ0+Whx9+WObPny9nnHGGPPjgg3LdddfJM888I2eeeab8y7/8ixxxxBGyefNmue222+Stt96SBx98cKfKT0pH8jYvDYc3TPkbdLlKnP2G40ZBauNPnuDoKj0DLi7IUPFo7iufoVrStLhRO+VtTnPPmd7sdPcVmXFuaA2HV7mRmGVoeJLtLvFC9dzozA2pzg7aRoY3G0HPYMid1/CZ7lr38Fpcy81/DP+y75Ti429odmXzedz0ys3GGgpurHH1f2uLyx9CaltlqXt2VWDzeFOEosYNdQyjk/L0jQdcdO4f/s/BIuLTt2Ia8qSYzJrichlo2J3+GNq4zGuzdXX9rJu5Sevhpm0OQ1IMWNf8feXhDdI8Jt2DG/+rS7O+TAogowWkXLBdDP+rj/B3toXCBqNjhTRIEUezqixP5vuc/sjQP/2DY4eUG6U9kdrEcUT7VkTyEKj9apAzhOOFY4D9yLpqu2hHjuHYfMuxUZOjypGeQVoSqSkcG56YRu6QvkLqIG1KP03hmVpGS4NrC9vKOvG+BtBBU0l3jW6cLk1iszoE/RlZ9OvkaHPaHs5N7CPOz+9sde8S0oDyIgHYnE1f4VzBfA4hEQDWkz6xfpvLScCy+Q7UMRPLb8F3CZ/TO+iO9Z1A/6mtcm3lPMr+4nhm/XQserlBPP91dSItyn/HZM9zPLO/YjkfPPpbzhfYbtomJgwRmi9ZtyEvnxHpk8423Dyu51lnzm/ML8TxWl+Kzfm5OZDzii+Gs/O28O8lFb4xFBf2qUiFYtKkSfLQQw+JiMgZZ5wh6XRannjiCTn55JPl6quvlg9+8INy3nnnSWVlpTz55JNy1FFH7eEa773YGRfUsOehHxSG4kVsf4jBYDAYDHsL9olIxbJlywrONTc3y7PPPuudu/HGG+XGG298r6plMBgMBoPBYDDsF9gnPir+UqDuelUyS6MYSrjQXXosHOjZmaoDQ6D8nZSAmOa4hiFjYc9YiJPqQwxPuzqFQ4lcQW2ud+FQrTfrzGsHQfeYMdGF4mO68EqjYbtJtyIVhiFaaodrZDamylVWGj7P67UM1oMh8DFP/SmcK0TVn/g7w/Kk3HT0OtUUhpBbc1ScRKSeoxElD1InNELx/x5fmz938SmH5I+3YsMcQ+AxpRelEvnUBKpkuftoJ9Zb7/VVkpwN6L8xKE3Czx9BXX737FREIWh4PDu2h0cdPYqUDOr1+ypkhUphHIuVgbEl4qvZVJY5Go0qZlFJZTCQr0RkO7Uu9Av7S32IdRqLKJYRpDSpf/q2c9eGFG5ERFLoOqWSkNLQM8BxC2U0zFP15VB6ylEn2G+k1ZEmwmNekw7QzlheEipv9HXaL5Mrg9S2QdddXp6KWK6WLaBtaP1ieWxIGYupA1aUZevEuZzt5txPyhMV6VyeivBcx3Zx/uL8qzbj7/RTzs/tGOekzoxBAc3VIzwPePRY0Et1nJByxr7n2OazY+8BbSNpU5wHfBqOQ01loa1pU/oVnx2jNOkx7RtTHSwPzE0ibmxQQS9GM+V94wG6F+vGMcxrM+OkNFHJLGsz0ur8vwfCbSR8hatC6nMxYH/PobxP0p8MBoPBYDAYDAbDewf7qDAYDAaDwWAwGAy7BaM/7QBe8p+SbMi0osTFvQcS4TDkaCRh0cBYKnetCwPPmOgS1zG0WO4lr3JlKD2E4cH2gbDyTReSfVH9RNU+SMNhKJbqDD4thmo82fIYCqcqUCh51PbnmSxP600aAEPPGY9yEU5MV5Kr34QaF7anaglpAEzURYrJtm7XNwov4Q7C20zgVhsIe7MvGJanrwxGVDgm5qhmpDGQ3sBEbrEEWWozUp6+++ib+ePzTzwwf8znsDzScrTe9APSCsokXCdCb6UN2IfsW1IJQkkkCfYhfZkgfaW+t0NERIbK6/Pn6Jv0PdKRqKJ20OSagrrFFF0IUnzWb836m6faFgn9E6QVbGp3CjtTm7JUQ/aRlwwyophE31IVrDIvQZZ7Hu3EMtiujt5s/5NCxXqo+paISE0k1Y324/AuJIkjFYOJC+tzfkEf43xEdTBvroYPqd8w4SCpmZxjJoIiuqXT0ZUmM+HheOHzOBf7FBR3Dechnaf8ZIHhJIGs31BAWaosopDnJwWlSpLzFbUr/YA0m9j8xnerjhMqyRGsB/slRAv2k7q5Z7QjOV+ob0X8Mah9wDo1ROhlHA/01bZcH8XmBNLO6IdUoVLqlE9RCtOkfUok5qQcrYtzMilZvjpVmApVVZ59Jt/DfAd5ik7iEKJexuagEdixGtQ7zrn0LaksTp5RyX7Of7JIhcFgMBgMBoPBYNgt2EeFwWAwGAwGg8Fg2C0ULf1p0aJFsnLlSlm4cKF885vf9H67/vrr5Y477pBTTjlFVq1aJTfddJPcfPPNIpINx7a0tMhxxx0nS5YskenTp+fvO+200+Swww6TpUuX5s/913/9l1x11VVyyy23yEUXXeQ9h6HA8kQ2XKiqMSIi5SkXTqQyB0OLDCdreQwhbgR1YSzjVD8YqkwGwoVvt/blz514mKNwbOt2ZVeWhZNoDeTCjFvGCkPhIn4YvQ1hY4botY0M/TJEy7DyhjbXRoZUaScN4zM0mowoijBJGeuttmGdPBUffEKnIhQDDSHH1HWGRxmKd8/pGXChYK03lZgYWic9juF1T3Em99BBhOrf3hJONEc/pZ2U5kGVJ1Ke7vnpuvzx2ccegPLyhx4t5u0tWZ/rhc1JJRird/4RUzVTkBk05CUjc3bimGI9HFWOal6g24ESQMoK+2N9LtFkEvUknYK+qQpNIj6tRP26FI0hzYK0kpi6mvqF2lZE5NBpdfljhv4rQHVpQ5+SJqZULdqctuHYJo2CtD9tO+mJ9NNYkqquIVe/+upsu3phR9Kp0mPuOJYUbySdrWtMSYxzK8c8+8Cpjbm6cU6YCJ/lXEJf0TKYRI5+yvrTh3y1pkLFNNoxRqUkNYXqSdNyNDf6hzdfRtSfqCKk4y6WXNBXKnLn2UfaHzFFIp4nxWc0DYW20kJ/4virqwqPgcERKjCVB845jGWc/ekLnJo4n6giHec3tptt8WldhX7Da/nuIs2JFC++H9R+Hb3uvqoATUvEtxkpONUBCiCnI0+1EX6D/Jr5v1NClOXtwfI8Bbnc3wccf6SZioTpWbG/CQzFiaKOVEyfPl1Wr14t/f1uMk+n07Jq1SrvY0FEZPbs2fLaa6/J73//e/n+978vv/vd7wo+ErbH7bffLosXL5a77rprp9caDAaDwWAwGAyGMIr6o+Lwww+XWbNmyerVq/PnHn30USkvL5djjz3Wu7a0tFRaWlpkypQpcswxx8iFF14ov/zlL6Wnp6eg3PHxcfnKV74it99+u6xatUrOPPPMv3hbDAaDwWAwGAz7LhKJPftvT6No6U+KhQsXyt133y0LFiwQEZEVK1bIBRdcIOvWrYve09raKg899JAkk0lJJv1kVOl0Wj73uc/Jo48+Kg8++KAcddRR0XKoUKIgfYAgPYOhRYbXNcRZhXB0zAkY8pve7JLHleZCh7H7GH71Q4Xu+1HDtVSzYNImKpiQxsTwsIYtGVIlJWMk7c5TIYjhXypS8TkhMIxOKgHDsRqiZ1lDEfUR9lEqEKKP0VVoU7bLp0hl7TQVtJn121y0jWWQ3sBQtlLkGmvd76z/aCQRXgaiS209QwX30R6kPP3o5+vzx2cc7aKApDKov1D9JWKmnSbFGwmE+Lc/pqIPbab9xXOkeNA/SO0YK3OVnZRlP8nwOBNuhRVRYkpW29dHZDuFI5RBlZYQVLVJxPcrqvWQSuC30T1f+5dUv1jCLT7TT1I3WnBuJJJskX0bqgfvmwC6B+vkqcqVjOJ84ZpXKJno9mWwP7QP2Bfs59FAcjwRn1KmdaXf90VoRxyLVHzLBCiKJQn6engeYD/XVbnyQhS1WII09nkmoCLEOvvzUaFPiPjvupoAtYb3kfrDskld03cq5wyOfc7n9DcmF9V5ZWgk7B/J2rAvx5SZ1Mf5e8ivRPw5kPOr9oGnDIjjVrwL+a4gval3sDAxYIz6SptRjYmUMfd7WOWLdLqE62bv+QrSyFgP/l3BPs2MZ21TsZN3vYjIlDp33+ae2PU7VgQ07BkUdaRCROScc86RX/3qV7J27VppbW2VJ598Us4///yC61577TWZNm2aTJkyRebMmSM///nP5eKLL5bq6mrvurvvvlvuvffenX5QGAwGg8FgMBgMhl1D0UcqGhoa5PTTT5cVK1ZIfX29HHvssTJjxoyC6w466CC57777ZHh4WH7yk5/Igw8+KNdff33BdUcffbT8/ve/lxtuuEGWL18u5eXlBdcYDAaDwWAwGAyGXUfRf1SIiCxYsEAWLVok1dXV8uUvfzl4TVlZmcyaNUtERObOnStr166Vq666SpYtW+Zd9773vU9uvvlmmT9/vixYsEBWrFgR/bAYERfG08ReVDiKhU55nmoaSvcZwDnSWDy1KVAMmIBM0dYdTqBXWe7KbutxlJtQ+D8U4hfxKQZUu2EIXxUcGDqlkgNDwrRBKLGPiKN2sN0Mr9KmpGeF6GixkDVBqgBD6gw9KzLR8HYSx3xOtl1MOlUdobzF1Fa0HgwfpzOgGKTd81JJ118sT+vNvmDon+dJeXrohQ354w/PbnLPz/mFl4AKqjAHttS4+iXpT6GkTGH7s2zWldQ7pWuQSkDaA20QS4Q3PF6Zuy/8vHjyvsIkX1R/orJJylN/cmU01zs7JRLZutKPWUYazse6cizS1iUBdye9hWOb44TP1+aQCkE7xhJx1QVUwUhxpBoSxxnLbgD1S+l7fjJRUgeZjM4dsy2tXUqJhEIW7EiqEds7RhppLoka281nxOpHxSRSQtS30uAqUn2r3FM4cs8JUTnXQQWQ6nycb5ikzE9ol6Pjoi84dmIqXxyLahOOYfo6aU7anyK+bXQepa93gTbVXBd+P7MPQvRC/s6+ZXs5zkPzxhDUpNhuqqGRahSi0obmZJHt6XEF1S+4VxGjGr27baDgWhHnQ7SRp3iYCc3Pvm3UVzh/0GdJUeN9k5DETv2XfR+j7K3vwPiKUBSlpjiJNiG1w/0Jxdkr2+GEE06QVCol7e3tctppp+3SPYsXL5b77rtPXn755YLfDjvsMHn44YflN7/5jXzmM5+RoaGhQAkGg8FgMBgMBoNhV7BXRCoSiYQ8++yzMj4+vst0pQMPPFA+8YlPyNe+9jW57777Cn6fM2eOrFmzRs444wz5u7/7O/nhD38olZWV3jUanRAR6U9nTZUsCX/Vd0BDnCs8XIEoT+SiHVih4qY3rprVVxdu2hVxGzffN8Np2XNVhysJXNH3Nl3myoitzHIFwt/4HV7R0ogHVyu4GYu68Vw9Cq3k0qZcGfJ1y8Ob1nQFimXENkVzZZMb3Jx2u6sbbcNn0+6M+ugKMK9lrg6ulHF1vwsrivpMrt5wZWsssrTFqNasKbX5Y7UJf6fvsTxGJ5as+HX+eMG8g0TEj0iF8oSI+H3H1VRtD/uCvhTTJPe11LPXt3ZyJc1dy/pxhZLP0ZVG5mGJbTpnndjP6nt89oyJbvMzV5m5+sxNvhrtqCxL5iNbjELQV5gLhSvvrLf6Mlcl6b/c2Pvbtzvzx9y0ravP9G/ObwTtwTGlq5ElI9z8WrhKnq1zOE+CbgJm/fkM9gvBtquvpL2IsLs2tkrP1X1dbU+WJPI+zvrTh0q8DcvuGi9inZsbOUZiG94ZufnVlt78cc9AKleGswHbxfmG/sbxqqvcnC97sQI/GIlOheZoRte4oZ0+xMhuRRnzMozn6hle/e/03m/hlXSNgk2oKZPWruwx/YC+4gkDRN5ZCj/6lg5eyz7ifKPiJ7QjRRi2dLrIHefDDW3MdZG108CQK6MDvsLN3sytQtGUsty4o0gK5+pN7e4+2j0UYRn08pW4enB88e8bvr804lBTmcr3gXffWPi+Aa8enKSNul6M2CsiFSIitbW1UldXt/MLgc9//vPy+OOPywsvvBD8/ZBDDpE1a9bI2rVr5dxzz5WBgXD40BAH/6gwFCdiSlaG4kFfgOZgKC7EPuQNxQP9oDAUL/b191FJYs/+29Mo2r8It98LsaPfr732Wrn22msLrjn66KOlq6sr/99r1qwpuGbWrFnyyiuv7EZNDQaDwWAwGAyG/RtF+1FRDOBG7erSbAi2b5z69e7amHa0r6ueDQxpuFdke/3v8GcmQ5I9A9mVmP6hMK1nY7srrxdlzwTNRsO4sfwFpBhwdY7hTg27D4+O5Tdfsy0x+JvFQFPKhfzHvQ2oOw+kkb6gfTAaoXuwvGRJeCNuSYDSUposfIaIv8meFC99DikUDO3TpqROsB+1DQy58z7akfQ4Pof0JqUQsIy3tzhaEjf80WeV8iQisuKpt0VE5Lrzj8ifI3XMywkR2VivYLvYFj57EANs1AuT5ygocI8h0EAY5ueiWGileTSyIZsbjDlOGP5X32OUgeWRvkVKYYjy2FBdJps6BnLPdsIL7M/GGhfuH4rky1HaAFesSCUI5ZrZvq6DOfpCc7X7nX1BmgX9/tDpLpI8NJK1GW1O/5hYDRoL5lmWrVQc1m1ak6OosuxKMCE4D1Xl6LIsY2uXS4iamsj8IK7POaaU6sLxTP+d0uhohrwmFtmoq8qW59NdkYMmIlDA/ioJbAaln/L9wP5nnZTSRloly2U+JR5zjCqFtaIsPEeWgfJG29RUuH7M5OZizn+bOxzVi3maPEpTTyFNt7nOzTXsc9K6WAZtXRPIi8P7YnMduzlVWphrg101GBFbYJ1II9a5LlUapp9R+OQd0ExLk8yNka0H/+4AE82zO+ll7DsdU6Qscx7j3wx+DpLCHCixvxNYD4J2Yh8ZihN7Df3JUJzgpGYoTpCTbChO6AeFwWAwGAx7K+yjwmAwGAwGg8FgMOwWjP60AzA02j6QDcFVV4SpJhPr3Yo9FS9CihKk7PB3hrdJ4eBzNETYMsGFj7kSPRnnGdbmMweHlYYVzkdBxBSCkrl6M5xLFQxqS9dW7Ty0ryFdhuppG55n+JQhbqVwkcrDZxC8hmVoXXmOz5vU4PqIChuky6iiDykqh0x1FAmCCiakoKk2eyyvBOvHa6Y0ov9zbaQdPaUX9AsVWxjKpk8q7emGe36bP3fJqbPzx6S/0G+4eXJKY5bKMKPOUXy2wdcZtidSSSoHZdvuaZxDmYyKOPQbjtGmqqwdOvvCPkYbpEB16BolXSJbV4+G49na1Z99VBbQ1J8zvT5YD9IiqMbCNrJsff5QxO9J2+gZIDXBXaNqQe1JRy/hXEKVMvobKUM6ZuhXpC5s7HJlV5S58cV5Q8dDKMfO9udpd86XStfgeKF2vpcTJKIspNQaPm9wpFDpavtrSG8ibURpR5yrmcOD5zlet8FmM1uy44eRYtajN0KD9Om2Zbn7wupEBG1KqM04Bpg/hvWjfSvxPuroy7aL8xT9irZOj4WVrJRyVUMqD+pESg7flwe2uHmIvqDtocoawfmIY9HPZZJTWcRYZJ39cR5WClM/5O+xHDoxxTdtFymMBNtI+pafhylbHlW72C/0MYJ/d+h8zTFC203w3tukd4ZpmiLFueHb8lQYDAaDwWAwGAwGw27APioMBoPBYDAYDAbDbqEo6U+LFi2SlStXysKFC+Wb3/ym99v1118vd9xxh5xyyimyatUqERHp6uqSW2+9VR566CHZtGmT1NfXy/HHHy/XXHONHHroofl7BwYG5NZbb5XVq1fLpk2bpLq6WmbPni2XXHKJnH322QX1qC514cJ0LnwaozYx9D8WCbtu6s6GIf2EOkhHH1GOCSnpbGp3GztjYc/aqnAiG603Q+G+SpUD7xsLtHHmJCrVuGsZGiXthBQfXqOhYCpsxBIuhShPIo6CxHqQ7sG2kP7EstV+PMe+ZR+RGhSiDHl0MdSZtAjSCpiwKkSbY1sSXpItd0z1Fi2b50hvYJ1J1aHCEX1V+4aUp7v+54388b9f9uH8Meke7NONuTZmQG/oCyQ8E/EpZaRzaLieUWaP9jAGFa2IX7/dln0mE1MRpAq8uw2JxFDXqTklIlJX2OcM53OchMbURvR9M/yKz+N97HNCKRekSzAhF32ZPv7GRqe2own8aDvOFUzExfmmq93ZQak4pD+NgNJA6hrbxXGiNBVSGP150dWpNImy4RiqTuUnxCPNkEkEw0pVOjdxvNCOpM3EEvxNgi/oHMJ207/Z/xzn5aCe6LxHyhMRo2/6ikjZe0lp8ZWzqHTo+oD11vmEfso5g2yVUN/yOSyXdiTYL16StRz98fWNTtmL1KsYI4Xvj3e39eeP9d0ZS3xJH/OT7Ll2KYWHvs55sc1LCuvawjlE/Yx9wTqRgsvn9PQVUrlGI0lcY++P/kDuHL5b2W7WmT4ZomrRD0hz4vuPdR2NJMWbXBumXBn2LIo2UjF9+nRZvXq19Pe7gZ5Op2XVqlUyffr0/Lmuri75+Mc/Lo899ph8/etfl5deeklWrlwp/f39Mm/ePHnppZfy11555ZVy//33y0033SS/+MUv5P7775dzzz1XOjs7xWAwGAwGg8FgMPxpKMpIhYjI4YcfLps3b5bVq1fLggULRETk0UcflfLycjnmmGPyHwI33HCDbNiwQV588UWZMmWKiIjMmDFDVq5cKSeeeKJcfvnl8txzz0kikZBHHnlEvvrVr8qpp54qIiIzZ86UI488cs800GAwGAwGg8Gwz2A/36ddvB8VIiILFy6Uu+++O/9RsWLFCrngggtk3bp1IiKSyWTkxz/+sZxzzjn5DwpFSUmJfP7zn5dLL71UXnnlFTniiCOkpaVFnnjiCZk/f77U19dv/7gC9Kep9pEN6R3Q6EJ+Ay8Z+QAAIABJREFUb25l+N0FfaY2uWQ9IboPk/moEoiIr9jCkDrDms0DHdlzE5ry5/o8akg4sQ8VOTTEzRAow7KsM68hNHzN+2Y2gYYljt4y4IX53TGpEVrXEMVKZHuFjXByu1CSqpiCVEUJbDbk+qAnkQ2ZJ0rCQTwmBKoVZxtSXbTsEahWUAGEk05Hrzs/a3INrsleRKWavkgCp20IgVM1Rcvg88oEybnqwzlGDkSixFDyMqo8kfJ0xXf+N3ie0DLYh2wXFcSoEEMahfok6QNUL0tEKBeeek+OyjKzJUzfi9EPSZtTWhTHOykDbBfHfA/UrnReId2DPlY+RoUY92yOUVJkDsjRrEhj4RglpZBtaQgk5JsaSYhI6oqnQoYx2pLz245edy3rxHmKKmm0nyrs+Io67lrawK+/q1NFqpDqSXUl1p/0lgTmX33mDCTKW7/VRdBZZ9pmNhTf2L/adlJDDpjo/JDvmOFx164tnY5epmpcMbUmJlukbfi+KQnMDzFKLCmMpOIopjUxQSupN64tHH+cl3W+5vuK42U9aElUKmJ5ass5mJtiynlvgCJ1+Ez3dwCVx0Lqe5yDOOZa0S98D4SUx2I0WLa9GfOy2pLv7xi1rQo0tooy995QlhhpSZxjQokUs/UrpBGybnWeeqA7Pznpnk3KoNb1ILznaDvSXfk3A//+8WlxYWqrYc+iaOlPIiLnnHOO/OpXv5K1a9dKa2urPPnkk3L++efnf29ra5Ouri5v3wQxZ84cERF58803RUTk3//93+XFF1+Ugw8+WI4//nj50pe+JE8//fRfviEGg8FgMBgMhn0aJYnEHv23p1HUHxUNDQ1y+umny4oVK2TlypVy7LHHyowZMwqui+kC68Y7/f2jH/2ovPzyy/Lggw/Kpz71KXnzzTflU5/6lFxxxRV/uUYYDAaDwWAwGAx7CN/97nflAx/4gLS0tMgJJ5wgzz333A6vHxkZka997WvygQ98QCZNmiTvf//75dvf/vZOn1PU9CcRkQULFsiiRYukurpavvzlL3u/NTc3S319vbz66qvBe19//XUREZk1a1b+XCqVkmOOOUaOOeYYufLKK2Xp0qXyta99Ta688kqZOXOmdz/VnyQXftzcE0sCFKYHUC1K6T7tnupDOHEOw8M8bq3IhYURLmV4m2XHFJ00fN1Q4X7f0DYcvDYWrlUwbNs9zsRfznZeIjFQMfgxqBSTmJqJr8Lhwq6kwCh1hlQY0shCii4iIpXlLhzb25sNxzLcTOpSW3e470jDSpeqOhESpaXC7aLqB/tOKTVUYiKlIZZEae3mvvyxhuJJ3wkl9RLxQ+C0U0iVJBTiF4lToW675EP5Y6Vnsc70K4a3OY5IX9AwOvuWNADWfzQdVuCaklNuos0J2mNCHWh6GKNaV7YlWUL1Mme7NzdRXclRXbTtHEeeahDob5wHnnhpc/6Yvvf79V0i4tuLakLtveGEdqQvaOJNny7m/JD0F9aJtAYtg/WnChzL5vwQophQrYlgf9LWnFd0YamiLJxkKwNDcY7hONHyYn1E+punGhfwWT6Tik8hSpGISPU7b6LejuKrVC3Of8kITYR9R191Cd5cH7IetHsmkuBRx38s2d6WTkf1YxlVFa4MLY+UTvpEBc6zn5kgVu0xPh6e49lfTBzL8V8K+6miG+c3wvcVUvJc/abm5rq+iGob+4hjmFDaGedC2okKhEORcaLP5JjjOiypbVRgYuK6yY3IjpkD59+YshTnockTsmWUJ1xbWCe+19l3sWSmRn/addx///1yzTXXyG233SYf+chH5Lvf/a6cc8458vzzzwcX6kVEPvvZz8rGjRvlG9/4hsyaNUu2bdsmg4ODwWuJoo5UiIiccMIJkkqlpL29XU477TTvt5KSEvn0pz8tP/rRj2Tz5s3eb5lMRr71rW/J3Llz5YgjjoiWrxQpqkwZDAaDwWAwGAx7O+688045//zz5cILL5Q5c+bI0qVLpaWlRb7//e8Hr3/qqafkmWeekfvuu09OOukkmTlzpnz4wx+W4447bqfPKvqPikQiIc8++6z8+te/lvLywo2l1113nUyZMkXOPPNMeeSRR2TDhg3yy1/+Us4//3x566235M4778yvNJ122mnyn//5n/Lyyy/LO++8I4899pjccMMNMnv27PzHhcFgMBgMBoPBsLdjZGREXn75ZZk3b553ft68efLCCy8E71mzZo188IMflDvvvFMOO+wwOeqoo2Tx4sXS19cXvJ4oevqTiEhtbW30twkTJsgTTzwhS5culauvvlo2b94sdXV1cvzxx8uTTz7pfSycfPLJsmrVKrnhhhukv79fJk2aJCeddJIsXrxYksnCZGOEUz9wYUCGG6fUuXjiVtid6hyTcuyAt9vcfTFlCFKaSHvJl1vuytjUjSR9CA/74WR3zdtbshVMQynDV/lx35qkS1B5Q0OjvK+pinVy52kD1o/KD0qLIWVgYrX7j/60sztpaePjrk5NVdnr2weg6FLh7BijVlUlXRhXKRq0AevE0C6TnlHpRykhtE0v4s0VCHt7qlGgFSj9gucOQAI10urKUqTKFYahYzQ40kQYDicNb12rc2ZNvNja5drN0DlBytP/vevF/PEtnz1KRPxwP0P7TGJH0IeU9kD6gB/ad40h5YK+rDYjzYLqRbQpKRwMxSt9iH3UhbFK2kYmkghRlbsmYl7huCAtiX0+a0p4TlQaCmkHVFwj3oGCEdV2VM3oN2+7/D1+wiqqArk5hONBm9tLNSHYgHQglke6iT6S44hqUvSJWILH4Rz9LZbkLJbgLTZXhOpPkP40AX03hjGotqRNqcr0O7S3sdFRE3pgXx2jsbFNdSrWg1QdVddicjHag3Ma50POgUrlIo2oPBWm7gqoPy0NjoKkfhgbI/Rf+gLrofMGqUY+JZK0W1clzhtd/WHlqxDSEZuNpl0Z6k8ct6QDDnnJX129SWlTf5oEe5FqRNoZbcbxr0KGHCPDEaVJJv0k1BfYn+yLmOIe352q8lYG+mdXv/NpqqhxLJLy5FGAp4TfPXsapHAWA9rb22VsbEwmTpzonZ84caJs3bo1eM+6devk+eefl/Lyclm+fLl0d3fL4sWLZcuWLbJ8+fIdPq8oPyqWLVv2R/0+YcIEufHGG+XGG2/c4X1f/OIX5Ytf/OJu189gMBgMBoPBYNgbsL2g0fj4eFTkKJPJSCKRkLvuuiuffmHp0qVy1llnydatW2XSpEnR5xTlR0UxQiMUusov4m885Op4Qw02HCEvQMdg9oubqyZcTZnWFN5Axk3DLenshs+3h5mPwNWTZXNVdRArsu8/sEG2BzevdWLVjKswXFXX1aPRwXS+fszbkYq08S3YjyuKv12X3WB66DS38vlup1vm6Bt0K2+M4rA/RnMr+Vzp8VazsKquUQ0RkRFh7oGsfWObw9gvByLHAduoA5Ub3bgKw82+sQ3G+sytXUN53fqeEVceV+lHIvlImL9CV5i4gkVw1YmrrWWBjYpTGt2q9kZs7GP9mS9DoxMiIou/l81wf82578+fYx9Rk7wS0UNuytSVUC//BurJzYuMRNTiObryxpVK2o6ro5vaXRuTaKPmtdjQNpDXb/dWn/ucrzA3AiMzrbkoSGvnkEzLRQvGIiv67BfWuxW2mZSbpzKRDcNcaZyE6MhW+EqqNNuG2VPdWOQKMMccIwvM86EbZ99GpCuW+4OgKILCy5eAPnyn1dmR7WX0TFfm+bz3Hzghf8xVRZZdP+aOdXV0aGRMDp+W7Wf6RGcfhRCcv3lRXPik9j8jgtzkzhVs9j/Hia408xzty/PccO1HALJlz6yvDl4byvex/TVNuShIc53zJc6drD/7hWOgIpdfYWDI3Udfpx05zjm/cgzou47vCc4VsegU5xiNKDDnUWwzNd8JvEbty9wOXr6S8sLItEhYWIH1YCSIfRSb29Ue7BfO4bRNzE5+fogsYjms+J7dguhad24O6e7vykdG/XxFEAZAYxhh4XwuUpyRimJDU1OTJJPJgqhEW1tbQfRC0dLSIlOmTPHyuWnqhg0bNuzwo6Lo91QYihv8Q8zw5wcTYf2p8CgIhj87miNJBP8YTAP9yFCc0A8KQ/Fi0Puj01CMmG5z3XuKsrIyOfLIIwtysj399NNy9NFHB+/5yEc+Ilu2bPH2UKxdu1ZEJKoWpbCPCoPBYDAYDAaDYR/E5ZdfLvfcc48sX75cXnvtNbn66qtly5YtctFFF4mIyGWXXSaXXXZZ/vqzzz5bGhsb5fLLL5c//OEP8vzzz8s111wj8+fPj0Y3FLbMvIvgpjUFN0xNagDdB+HhgUzhZtLYRp7XNzote27KneQi4zIk2a/8JDaDM4zOECdXqBmq1NAzzzGk2oZwc0mkshqiHxoZy4fuY5u9WQTpTSx78oTCHAhkSDBsz7DsYQe48FxoRZ6hWG5urxxwoW7BwgkpaPlr8TxSE1JeKN5doyHdENVAxA9Ts78qy1zbHV3CUUrKIxt/qRvPTcVKDxhNZ/J2YB+xXxh+F3E/+PkEsnWZUed8MwOaE0PZpCmQEqC0p6/f+0r+3D9+/OD88UGT3QZklhEK+dN/SWejzaoxw63vKKSmxGwX2owqItJU7VarHUXC9S3rzH5mf7HPFRvbBvL0G1I/6EPsI+a6oN/r9THKCMugL1OEQcvw6ZPhDZzrWh0tkRv4qyqy/TgLtJ5YW2LntX6kpczG/EGb7ixPBSmH3Dg7Y6Ib/KGcLCIu/83WiPAJ5yxudOV5zoe6+f6NTT2ov6MPkSrl5VFIFvrWxnZncz6P9Sd1xcuvkGtvjG5HulJFJJeFRum4SZ9UT/oeN6Pz/ab3MncFKVaMhie8DfmuvV05ehCjhmwLbcP3JctTGpaI8xv/vQMboI/oe9yIre2N9SER2/Ss45J9SPvzvcL2ct5WmhXbSj9lLh/aqW8I4iO5+Zc0yC5QsspKw9FwigBoni76R2yDf2dfmII9upMN9MWA2D6FPYmzzjpLOjo6ZOnSpdLa2ipz586Ve++9Vw444AARyVKaiJqaGnnggQdk8eLFMm/ePGloaJDTTjtNlixZstNn2UeFYbdALrChOFETUWgyFA9qI/xkg8FgMBh2FxdffLFcfPHFwd/WrFlTcG727NmyevXqP/o5Rn8yGAwGg8FgMBgMuwWLVOwA3cNU78mG4zSEJyKyBXryJSWOBlJZ5sKJVCKaMTFr7nZorZdGFFEYIny1rzCEOBYJ/VMdgZrurLeGTEnxeGuLo14xjNpUW6haIuJUTqhKwZArqWGkMTFcS1UHpbRsgJoQw9tUMhoeTeE+912sNqFyT8JTjnD1aKpzNAoqziQS4wXtYrsZDt/QFqaEMIQcOse+pYoMoVQjUqwqkYOCaj1DI9RMT+L67DFpB7TH/8/em8dZVZz5/0/f3veFbprdlnZBjYo4SqLJmGBMHGPcDRJxiMpEiNHoJGpwjJo4/nAZ83V5TXi5YKKICi4YcUkyGI2OosnENSIoIDs0dDdNr7f33x/3Prfexa2iGwS6G+rzevHyeO45daqeeqpOn3o+9XlsnXS3jjvrquHpLaCjMBzu07Wn/dTnSHl6+E8rEse3ThmbOKYfkoKk4XD6VT3MSAoNfYzhfFWr4TM4jmgz5pBgeUrLIW2GcwLD+exH2kPbRcoT6S8cw/Q9UmfSHZQK0gQKcozvsc+r600/pkVAr4jTUGhHUqFIm6O/sd76nHqoIdkKQe7cFDyvJinG3LWx1nR0EeYH3keqiPphR6epB/2blDfSbEhp0/JI17Q1/91qR+wX0oe0TznvcH7z5cigRr8qdJGyw3bz2mib+x2jcwGvZY6U2nS3qhFpfapO5Htn8Dz9iRS0akcepmGgobJv4aaWCpm+Pzhe2C/0e/YdFRzZLt3wzftYNv2DYJ10PLAenBM4H9FXSEdSmlJKCv9UM/5B2zRTYRC21r6jMlkNxj6jpKnN7veDqvwx6s33fVrErTbHvzH0XWK/a5IVD0VsO/GYilkB/RMDIlIxffp0KSoqSvr34YcfWr+VlpbKQQcdJKeffro8+OCD0t5uBm1zc7Mce+yxcs0111hlb968WUaPHi1333333m5WQEBAQEBAQEBAwD6BAROp+PrXvy7333+/dW7QoEHWb52dnVJdXS2vv/66zJw5U+bNmye///3vJTc3V3JycmTWrFly2mmnyemnny4nnXSSiIhceeWVctBBB8kVV1yx19sUEBAQEBAQEBCwb6Af7tPeqxgwHxWZmZlSXl7e42/Dhg2To446SiZMmCAnnXSS3HPPPXL99deLiMjxxx8vP/7xj+Xyyy+XN998U55//nl5/fXX5X//938lNTU5rEZKgibzYrjxsJFGeYi0HcJKIJMSC58ybEhajE1ZMGFDUjE0FMhw+totTc77ipBcjomANNzNsDepCaRCkKrBMKRSRQZZKhjGXgUZPr1wcz3pHHpMhSYRKhzliwt56SbkG+1KdmdbFYiAcoVjj2whwqyt3cZ22ociIpsazDV56FOlGJCOwLA4feIwqFcxZK20gTRP9anMkpNpLmLIWic3Po/JkkhdYeiZFDqWp32elmrKY7vpb2w7r1EKCVWeSHn6j0feTxzPvPgYcUHVYiz1J1AuqOjE8Dp9WdtlK5gk02ZERAYXmbJJbyovis0JpPSx3VSC4dhoc1AT2Be0OecHUuUOGmbsx/J0ymL9uzxKUKSBZDiSW/kSQJK6wvP0SaWGjcEcSXpZZrppF+cy1lUVgGg7zhmcR6s9KjIK2oN2ZP2oRMO2Kx2J5fL3vGyOh2QbiIiMH1OaONY+oj34XsnPZiJVYycX5Ya2oQ2o7tOJa0g1U+od54cMj8oQfZLUUAXpUethXybBrIdCFCmqagfScKgmxbJJQSIVp7k1VgZ9qaMT6ntUgsJcQbuT6ql+xnaTOkY/5BzDa9bE5cL4e6QX3BCOr8w4vY3n6HvsI1JE7XdJ7N4uCCfRl5nbg75CGp7a2vU+EBHZhvqzv7IcY9GXaJWKX2wX28sxH9A/MSDoT7uCww8/XE4++WRZuHChdf7666+XgoICueyyy+Q//uM/5Fe/+pWMHj26j2oZEBAQEBAQEBCwLyCSktKn//oaA+ajYtGiRTJ8+PDEv/POO6/He8aMGSOrVq2yzmVkZMjtt98uf/jDH+SII46QSy+9dA/VOCAgICAgICAgIGD/wICJJZ1wwglyzz33JP4/KytrB1fH0N3d7UxEMmfOHMnJyZHPPvtMampqpLS01HG3O+kZw3UMnRIMe5cg1FoXjYUCtzaY0C7DmgztNXqS2qhiSCGoJgwxk2ZDOlWLlegqmULFeuSgHnZIkgnI0pPuYyi+HuFhXkP6DcOgihUIQTOM2tGZTF0R2Z5C1ZpUj01b3V/urAdVPzSky/Bwc2sL7jPf4VRKIdRv+AzSOkgv4jWksSjFYGiJSc5Fmg2PWTaVQ2gHBakapBiQuuJLTEZKhYJjhMocpBpZ18dphqTN0L9JeZrx2/cSx3dOPTZxrKFxltHR5Q79c7zS33TMUIGFdCpSSagQo5QnEdNGXx/ST+nq4ypMn/5jXWyuWIlxe8QBRYljtpE5YWpAiSTlRikL9rhITfo9Vm8qi5lr1E5Z6E9SQ0ihiXiSUqo/kbpJhZuOrp7nUfVrzkHsWyvZJurBuuo1fA3QNqTy2Ap5yb7OeZ3UG9oROQQlNwv9vKoucazvJN6nak4idh9xzmXbBxXE/HBdtaG+cgxbyU5BGXLRZWgPH521E31QXmzGgNaJ71m+jxphx+7k6ShWp/j7JtdBId3+PMca540h8TrxHO1bCgW3zi43xWfYINNf6nucB2gn3kfqJRXVNEEl5+rmqFuFim3k+FL7Mrkc34u8jzRontf3vO+96Utaa9Gd49wp+pWVPBN+5fenZF+hT2RZtFVzPjWSgeO+X4kP2DEGTKQiJydHRo8enfg3bNiwHu9ZunSpVFRUWOcWLlwozz33nLz44osyfPhwufrqq/dQjQMCAgICAgICAgL2DwyYj4qdxZIlS+SVV16RM844I3Guurparr76arn22mvlmGOOkVmzZskf//hHefrpp/uwpgEBAQEBAQEBAQEDGwOG/rQjtLa2SlVVlXR1dUl1dbX85S9/kV//+tcyduxYSyr2qquukgMOOCARnTj88MNlxowZcs0118jXvva1JHWpbke8th0hYSaQGT3UUBNspQYmVouF7hiKZciSYcjhSP5DaGiZoXgmcGLIkqFMNqW8OPZ8Kous3GjoF6QEMJTtonYwHJoVcScEKsk3tmE9qKTUJrG6MMSfm+ZOAtUTGtuhxpLuLiOr3rS3uwPJhEqKHFc75KFEZESpCZczXKuUFdIwqELV1GHqt2azW7lLlcWofOFKXLU92nA9w8muMqgsxLAyfZb9oXQ60ljsZIbmOexnUvXUb+mnXR5eBClP1zz098TxTRceJSJ2+6g85aMglaLemjyOqmccU+VQblq2ziSaI51xSHwccfzRjqRiHDA4N3H83mrje0qBOKayJHGOiSiLLOUbQ8UgVYMKVhXlsbGWnkramptuRxpeT7QCUjxoU9qG/qTtIq2KiRLZ5fRZ0sSUgtIB2Rrag+OL7SIlS32BSjVMZsgx19VDnTjeSR206G8YOx1dpgz2l9ab/ZmTaepBelGHRxFQ+4DUN47LRg+NlONVpxCWwX4pLXAr9bnUxjhPcf7g2Ccdl76iFC+f+g+pRqRksT9UGYs24n30WcI3XvU5PrUx0npUXUnEfqeqHUhJLQWVkvXjGLYTxsVVFkmjbqIio+lz+rWLwupTr+J9rBPtof3BMuhXnMNZ/w9WbsX1sfOkd21rcqtL2rQ5UHrx/BHjzJzZn9AP9kr3KfaJj4rXXntNDj30UElNTZXCwkI57LDD5LrrrpOLL75YMjJijv/kk0/KokWL5PXXX7fkY6+88kp56aWX5KqrrpInnniir5oQEBAQEBAQEBAQMGAxID4qZs2atcPfdvS74oILLpALLrgg6Xxqaqr8z//8zxeqX0BAQEBAQEBAQMD+jAHxUdFXYKhVQ3AM5zPMRxoLFVsITez2cbU7URNDwj5qgp4nDYMhbSbnSreUHExXa1iT1BYq+zCsyfIYDtcq0UZr6tx1Lsw1z1HaiYgd0hWJPYeUrY4sdwIcUn9c4dNU0LCqEPYeBHWXtGxDcyJFqrYlkvQ8X+i8udX0Yz5UlbR+DB+v3uwujwnSGLLWZIrsFyoPdYISwj5y+R5tSrCPXIoj2z9f+5p0j2zI3XA8sO2kFWkf2Un43IpUPK+UJxGRX879UEREbph0pLPOEcv3TJ9/tt743riDYqFzJq0cDjrFig2GgsREcxznTdnJKl+1DcZeTKy2vobjyPT5qqoYFYp9P3wQaXVuWhrBBFNM7KagT1DVqMmjfKVwJWMUsf336NHFieM6JGdTVSKlWorYfsixyLazvc3RZOoiKTSko9j0PSrsxP7LeZbjhX1HOh3rpNSO5lZzLdX5LNU+DyWLqkDRNk0i6U442dLqnotb2kzfKvWO7fYprpFCRWqGqkW53i8idnJU+kJOlrGTvmM4juhvqaluLkiDQ93QlQxVxLYTbcpnKl2RlDi73exnU56dzC1ZKY7zn00dNOddCRtFRLIzYs+PeFSj1m4x9ee7ldQf9S2OvxbP3waWz1pUp1g/cz5luzhnUNWMUPPR7/lsjp0q0EGHgcatY5C+lIq/Afj3itI4RWyaYEh+1/+xz27UDggICAgICAgICAjYOwiffTsAV2/1S92Xpp5f7fza50p6c2fsfH42dNexOsIVNuo+p6eYepRkx56JxV8L3MjITVVcxdCVzY7ObsmIb/TiKsHqKrORNN+zkVHLXlXVmNi0xtVOrthwBa3IWnlL3pjH1aAt20wjufplbfbGCqT2AVdCeB9t3dJmVlw6u4ytdfWWfctVIp8Gu605n/yt3tpOLXtEY1CnZscKZXpaRiIKwnpw5Y2bgNl2+hDbY+rk9l9GXaq2mmu02lx548onNd23YdWamwn1et8GWZ6nnbgSphGK/3zio8S5C06qMOWhQOZcGeLQ1+fGWq5yZlh1No209P8bk/X/7c2j7pXjkcWm7Op69lGs3vRpPo+bh+kr9EN9vmvVVcSOtKZGzCqhawO3K++EiG0nRidYtkawOF9ywyUjJpz32HYdR2wr4cu5wTHA8zoHMiLMMcXxQPtpG5qjnTJmZEHS73ZuBGNH+i83ai+PR8E4drIc85iIPZdwHGUkorLu1f1Wj2CDHYXsjF/Ldpvj/Gxjp83Mi4N+1PIYkaJQCSOZrBN9yNUG9hs3QtMefGdV4YWoq9kctwyYVCMCMwpzpy2EEftvTmby+BSxfY8RNdpa28BcOIxCEnw/s4/UZrRH1Po7AdE19KO1KTs1Vr9O1J9zOKNJ7DvOgdpf6WmRhH1pA1+OEY5nV+4MzpEcL/QV9oErt1V/g09EZX9BiFTsx+CksaugCkbA7gf/wN9VuD4oAnYf+NLbVbgSFQbsPvCPtl2FflAE7BnsjsRmgR6zZ7E77OtSJQzYdxBGYEBAQEBAQEBAQMAXxH4eqAgfFTsC8yiYxUh3KI6rLAz5u+gL9mZEExrlqj+pAtb1cQpVJNLlvK8BofgVyD1B3X1XhIKrB9SttsK5FkUmPd6mrsQg4morV8dZRrTNXMNwp1JW2FbSFLjSyDAvqQcKLnjRNqwTNyTa+Txi9bD08tEX3CTHdrkoT+z7FRvdVC7elx8BfSweWqbN6W9DQDfg5jlCfTI1kpoIM3OlieHrPJzXjaQiNp1Dw+4ZkVTnfbQZ+4XP1LYzb0c99hZz8z41yZmHQukBpDw9+ZdVieMzvjxCXCiDRrxSw0gDoL8xz4PVRtRJNxDSRqQ+sr+2bDNjMdplNiEyR4DWhfSoNbVmDiLtgSClUH05M92dp4L+lodIZw93AAAgAElEQVRxQgqMujvnAW6WJMVrZJk55ryn11gUH4wX0iK4AZpjQykXtKlFDYLdSafiRmfN/8CxX1qUTIMTsfuL86/Wm3WmL7H/OQfyPDfD6nnOyZyPfBQP1yoxN3JnpIMeB0oO+4BRtdyseB4Fz7xNWxdjY31zNNkPWS6pXPTZknzm30h+JvuQ8xvrwTnVypHTHrtmMHyW1CD6N/uFfeCi0HG8RK1xRDEIUjaTaWykrbFvc1A/UjObLf9Ns+qz/fNod1JO+Ry1mY9GSNoi7RTBK00pluxbwkX7ErEFGaLxsvm8bUb3wvJlgv4bsf5id9NLA/oWA4L+NH36dJk4caLztyOPPFKKiopk3rx5Sb9NmDBBioqK5L777pPVq1dLUVHRDv/NnDlzTzdln8P+/lU+EODj9gf0H0R2A/UjICAgICCgL7FPRCpGjBghc+bMsT48lixZIkuXLpWSkpLENcuWLUv8Pnv2bJk7d678+c9/TpzLzTWbtgICAgICAgICAgICeod94qPivPPOk1mzZsmqVaukoqJCRETmzJkjZ5xxhrz55psiEktyV15enrgnPz9fIpGIdW5HWFMbC30OLjKhR4YKGZJkmJzUg/b49QyH5ln5DczzSAMg9UdD+6SPNHdSNcFcSzoHKU9KTWHol2oclioTQu5so15DJaZSUAKoIsFwKEOfVAvSmBmpC1QvYgicdCTSEJSaRDsyzG5prSP0TBpFR9zuiGJLd7dpN/uLLAVb0SmuLITnUXeboWnSDdocIXrLr9oZpnbTsFz5Tdot1RLcBz9lGfQF0sc03wSf3dHp9l9SDEhpM+WZZ9BO2R6lmjZHHgpSkUh5ev7tdYnj7xw3PHFM+oL2Af0qYtUfYxR5TBpwjfonx5ml5uZRPqJPqv/6cgwwHw3rRGW0DuQsaXVQpDhG2UdbQZcgjUKPaXPOaTxPms2QTkPx2tIWswlpaz41Op9am9KeaDtbaclcy74jZUX7l+dYZ9JzWB5VrTSvQaQXFFc7z0qG8xrNk8G20A/bHcpTIja9Rf2CtLRsj2CALweNjstIinkexz7pVlRxSrfya0SS7mNb6OvMe0EBCu1e5o+gDeiz9G8+Z1hclY95TNqbe96cT8oV+yiRW6fDTQdr76DCUfLcLyKSlRErj/1cBptSUc337tf+4nuntsHMFT6VN9ZJq23XP1kFTGQ75by0ZPVA5mHhMzjHpHvmfhfoS5rHS0SkLkqKMKlVKC/oj/RLDAj6U08YNGiQnHrqqfLYY4+JiEhbW5vMnz9fLrrooj6uWUBAQEBAQEBAwP6ASEpKn/7ra+wTHxUiIpMnT5Ynn3xSurq65OWXX5bCwkI58cQT+7paAQEBAQEBAQEBAfs89gn6k4jIySefLN3d3fLqq6/KnDlzZPLkybu1/KK8ZGWCdId6kYhIc7s7nKjhc5dikYhNTcn2qCkYRRSjFpGTCqoR6EBVdSYUT8qQ0jXSPUnYSA2y6DkOrXcfrYOhZLaXlCEXpSKNCYss5SNxnqcak7ax01JgcX83swyGaDUszPt8tI0a0LfY3oSyEBYN+Dza9/NNhjJCCpLa0hc+thNduekvSqlhOJqwqR/Jyc9EbHqAdrWdULBneoA1NuJl52Lm4eoK20vfIg1EVUJyPJrppDy9+Lf1ieN/wXnt53YHrUrE9tmsDEMTbGs359WupA8QLIPKJhxTei99bLNxCUmNdCZdK+KmuYmY+cGXQK0b44g+68qTQUoLfZn9YlGGMgoTx/nd7Un19CW589lP4Rt/PljzQ7xsH63HR6EiFUcVfZh8kPXIQFtII2vzUGcUbBfrQWEFX1IxpcNwXPCYNs3w0FR0zLe2m5P0U1JRXep2sfOxMqh6xPmhscXQ9EiPddGlWAZtzSmwzaPWpUpQpNRSpYx1Ynmsh/2u2zGN0PZlN1VZxwnn1myPf9h+aK7f7Mhyy/dEnkfNj21UM3GMsz/5t4bt1+YarR/b4koWGDt2J0dVfxqSb85tgVGbOkxb6pv5bjXXN7ZAxc2dRzCgj7HPRCoikYhMmjRJ7rrrLnn99ddl0qRJfV2lgICAgICAgICAgP0C+8xHhUiMArV48WL5xje+IUOHDu3r6gQEBAQEBAQEBATsFxgw9Kf6+nr58MMPrXOFhYXW/1dUVMjKlSslKytLdgca2415muJJ6toRNuxEuHQd1FgYsmaYX8N+79UaWgST3jB8TaUMhiRVPcemUJkY4/INtYljqtIw/K4KJaQ/UI0jCjoNQ+BUqNFQKu9jKDnqoTQwRFuNNh48PGacbZbqijsczlCxS7nCCrlSfQt2pP1Io1FKS7snNE0qjy+UnZKS3PaNtYbTwrJJCaB9ldbVaiWPMtf+Y902U0aB8XdSJ8rjvtXuUVei2lRnhjvhFvtUw91U3CLo9/S3GijU5Md9TtXUREQakQCSNmB4vRR98Nn6ehGxxw7rRN8j5enHv/lr4vj+K78sIjYtkFQDttui+KFOSqkgreC9FWb8feWwssTx2i0myxMpQaoERAob7Uh7kH5B2gOpmWs2x55DKhfHqE89qQRJqvSZVAdjeVR2I9WBfbB8Q4OIiBx1YHHi3HokgCPVhHQPtl0VgOi/dhIzt+oO/Ub7sdWTMHPMSPMO4VzHPs3Pjj1n01bjH6SW0g+pxkTb0L7aj/SlxhZz37BBpjyCCdeq4nWprk+mx4iIpCFzGf2a7dI5i/5N23FsMCmli4K2sdb0bUGOaStVi0j1LEdyO61TTb2xaSopQxlUoaJKnfFDVVIi/YztJt2HVChbuQlU5XjfcazyPh+t1qYMxsqgvXR8bl8GxxST+qk6EtXe+F6kLzPxLalLmenJ/VzfTDogEvSC9tVZn0xvaoCils+mfK/wPaB/C31e7f6bwqdexjbyb5b+Kv/UD/ZK9ykGzEfF4sWL5Z//+Z+tc2eccUbSdcXFxUnnAgICAgICAgICAgL2HAbER8WsWbNk1qxZu3TvRx995Dx/xRVXyBVXXPFFqhUQEBAQEBAQEBAgIj3n5tjXkVJXV+fmPQRItJuJ1TqSfvclLGK4nqFKDbUyzOpLPMOkY40Ih46QWIj4H01QMEE9mCyN4VWGVDUKymcwNLpiowlTD0aCPIb2NbR7cDnDkW5sajDHpGKwfpkp7uRfCipD5KaZvmjtNqF2LaOmGcnWkCQw2mXqmhVxK3DtDbAeDP+StjM0nszJV88N20y7SK0gfUHtRBsVNhh6zpqIScg32Bxa19P3FLQpQ9mksQwdREqIaaOWx3qSsuCygYjIZxvqE8eHDC8Qke1oXZlulRxfAr3L7n1bREQeuuoriXPrqw2F48iRxu8/Xm/8nhQftdlbnxoH55iif1eWmfq98PfqxPERBxSJiD2XrARNxEe5GFlmpE9ICSnKirVxW6s5x6RS9D0maiM96MAhsYatgz1K0S5SMaiARhw2KkYr6vIoN5EWyv5i/6s7kYLCepBKyWtIoVI6ShboIEzgNXyQsSOVbVodFA5SCzdvc9OOSP3hO4O+3OygNrL/Dyw19edcRigVy5f0j/UnxYf0nLp4e3Q8idj0U5ZX6kiCKWJsRlU/qs1RGYvPJjVX3yv0A1v5z62SxeStSiPktXxGFahrpF7xOUx4yDGloGof6YD0PT5zU3x8+ZSRCI41Uny0fnw23xmsv48OqOct9TCLZtiF+9x/Dmp5rD//tmGfsx6rqsxcpuPVSjiKY/oe6XY+hcETD8FLqx/h8f+t6tPnf/+rvUvovKewT23UDggICAgICAgICAjY+wgfFQEBAQEBAQEBAQEBXwiB/rQDRKCgUdsSO2YYktSULU3u5GYMIavaERUxqNjQ6VEW2gDVlMqhMZWkvHQTSmaInPeRmsAQuIYwqarA8PbStUZZiCoS5UUmhK+heyoSkULFdrd7EkWRHqBtJw0nu9mErFtykIBMTIi53ZFgimFsJtrxUagIpf4wSm0lBkw1Za+vc7dLQ8EM9+dlU2EjOUHS9tBwfTZ8qazQ2MBOdJSc/EzE9Kkv6RhD5KwfKShKKxAxtmbYm8kHDyjPddaD9AAdG9keBZMqB7Ui1pbktlNlhGF0OwmfuYZqNiPLYnWdevfixLmHrzZUqBpQtkhBIgVQqYG+ZJakZ5AeaSmlxOvHsUBfIhodqjAiIrWNTPgVa5cj15qI2NSgj1bVOa9Ru7tsLmK3t6LcDFjaWikaBw0zA9CXKJP9Qr9RGgX9kT5LP+Q11liL+z79Y1WVUeBh/WjfrZbCVey/alsRe05mPUgBpP/yGo4HBdV/SDnlfXymzgUupSsR//xL+6nZqX7HevCdwefYiSFTk55B+g6pKwRpYkqnSvXQeG3FMiR1xBhQSp6OaxF/sjrW6TCof62GMpPOT5xbqbRFRSqfgpT6EG1H++d41I5IVdZ60KddNGQRkY4uzHV4pusVQ3UtJh3s8FCNdCzyfcD3kUvdjPUnqHhIRTXOi/Rfn08eUNI/18T3d/rTgNioHRAQEBAQEBAQENCf4VvQ2V8QIhU7QHsKtbRjX/BcZeLK1nDkjF+Jjc5cnTumMHbvx83mq55f8lwF0IhE7JlmBUojA9w0yJW3IdiExk3gXBXhitaIeL25+bLeEz1xrbCKiIyriJXBDb5sNzcN+lZtNELBjaRcXeSqNKM0zCWi5zcb81uRD4LRjgwxtmzujD2fK2JceeGGckanuNKsKzyFueYZtCn7pRp2Zx+5cmd0Wrr22CDtmcXYX7ry5xMJYBF2JMWc1/7iSiSv9a280Vd1IzM3b/tyDPA5vF7Hmm/jJ9tC23CDqUZYuOH5kv/njlowesI+pejA2i2xVWSusFFAgf3pW3nX9rDdtAePCfazrqz2JgrFfuHquOaT8ATRrGgX+4C21PNczaRtGPFjBNG1yZ5jh5FRbkCvbzN1oj1c4HzJjfc0L1eD6VvL1hnBAAX7y7VJXMReQdfo9AZslOcKLH2MZa+rNvVWmzBSyKgm50u+P7jCrhEivmvq4BN8N3HzLaO46iMtbYi0YeWb7WL0hzZlG3S80k+Zh4XvFUYRMhwr21FEJ2gPRkHo94xUaHmc31hnRkk6rKhA8vuSq/HDIWDhy6HEZ2okgjbnGOF4cOUUEjHzFP92oX/Tx8h04N837H+NTlXh7xVG1BihpaABfU+jMb4N+b7oMOvRXzdqP/lm30YqLjgxbNTeIaZPny5FRUVSVFQkpaWlcvTRR8sNN9wgTU1mAnjhhRfkzDPPlIqKChkyZIgce+yxMm3aNHn33XcT18ydOzdRTlFRkRx88MEyceJE+eSTT/qiWf0CI/AhtKvQD4qAPQOqauwq+BIN2P3QD4ovAv5BENA/4fqgCNh98C2O7AxIlQnY/chy0Jl2Fg0ORcGAfQf9/qNCROTrX/+6LFu2TN5//3254YYbZPbs2fKLX/xCRERuueUWmTJlihx++OEyd+5cefvtt+Xee++VQw89NHGNIicnR5YtWyZLly6V+fPnS3Nzs3zve9+TtrYwEQUEBAQEBAQEBATsKgbEnorMzEwpL4+FdM4//3x544035MUXX5Tvf//7ctddd8ltt90m06ZNS1xfUVEhJ554olx11VVWOSkpKYlyhgwZIj/60Y9k0qRJ8tlnn8kRRxyR9FzXBjeGChn+21hjjhlSZUivKh7S6+oyIUF+tZMqsBLJHbhBWvWsSb2oHGrCgAzh5oP2wBUGXRXlsxlyZUiVIVCGoVVTeunGNlAIzLU+igRDmQxf1zdH4ve5NxWyftyElpVhyl7XntxH764y/UJ75GW7N7I1t8bs66OaZKFdpMUwzK8UiLYO87uPxkJfIc1D7c5+Yz0Z2udmPfbpkOKY39Q2tCXCzMyjwOeRtkFbExoaZxidtAdLf5zUBNisoSWZ4uMLb1dDaIAh9RUbGuLlYmOfRyedbaQfHntgLMK2YotZUCDlqTdUKN04Owy5DjbWmqhFSZ6xNUUTNA+EiC2KoHYnzcKn808qF4UhNNcGxxapE/TT0VAxIDVF6Sik4ZAqxXlR82xsX4b6oeWzoHukWxQlt+6+jn+uYDO3Rl0G/Yob/E3ZVXWx60m98NHLOGexHnoJxSwinvwAPsoI+39D3EfoH8ydQTtxnqctddO4S+xi+7ZwTuAcqH6z1bO63wCKZVYG6C8o2yX6UZJnrrUEGWAz+n1+vD/yPWIWvlwna/CuU+odabykeg4D7SjN2uBt+oV+rZSxLotyatoYbTPX8r24uc74J0UMFBQR4bync7WIPXa1HvQJ0ty4AZ19kOqI+rjeUduDfkoK8NbGaNJ9vlwzPKa4gVLDSNEmeB998oDBoA62hIhuf8eA+KjYHllZWdLe3i5PPfWU5OXlydSpU53X7SizYV1dnTz99NMiIpKeHughuwpykgP6J1wvmID+Bd+HXEBAQEDAwEFkP8+oPeA+Kv7+97/L008/LSeddJKsWLFCDjjgAElLM8146KGH5Kabbkr8/9tvvy0jR44UEZGmpiYZPny4dHd3S3NzbLXoX/7lX+SQQw7Zu40ICAgICAgICAgI2IcwID4qFi1aJMOHD5eOjg5pb2+X0047Te644w6ZPn160rXnn3++TJgwQZYsWSKTJ0+WLmg35+TkyBtvvCEdHR3y1ltvyX333Sd3332397lWLoj22Nfn55uMtBCpK1QZaoNZqWyhaiXdhW7FBqpBHDK8IHHMMO5oiVE/Pm0zIUGqKzGMylAlqSQafizKoia1CeH6wuFUZNCwNkPJVBmxQvigG/Aa1k/byE3FDPdzJbcs1/zw8XrTriOGx+zK/BGHjzI65MwrkrmlBs8x5a3JLhURkTyrbu58FENKjK0Zemb9FFSkYn/RTi7db15LtZvGdkO58dHENFLHQAXpEkNRf99KOeuntBFSjbhJmeHr4gLjT1Q/UcoQcxOw3YOLMnHeHHOTrOYWYCSS/cVxm5VhymY/f7w+arVJxKY2+ahQ5311VOL4lHHDrDaJiAwtSVZAip03tuYcojYjpYQUxnSPkhFVZDi2x4+J+S/9scAaf27lKUazlLZBugQpC0vWGOrK35ebcdQKSsjoOCWT9Bf2OZXCfHlbtD9Is6hALhTSVTiXsC0HxttC3+SY8uVtYf2UAkMqImkzfB6pMKSlDS1gDobYnFSFcTEM/kGlMFJuSItT3+I7Y7Anj02Wp42rN8eeT/Un/s7cKkW5PVPGzDk3hZHXHnvwoMSxUtp8dBr6B/vgK4eVJo51HiJlj/7G++g39GuOGfUbjhdSR+nXSkkWscelvkeZw4GqUfQb2onXK+2QfsUcH6Qlkq5k+3usDW0dpi2WoiHsPqjA+F59sylb5y/WmfMvaXo8//6KWpzXZ7hpoawHz3MsMggwvNC82wP6DwbER8UJJ5wg99xzj6SlpcnQoUMTdKXKykpZvHixtLe3J84VFhZKYWGhbNu2LamclJQUGT16tIiIHHLIIbJp0ya59NJL5YUXXth7jQkICAgICAgICAjYxzAg1J9ycnJk9OjRMmrUKGv/w3nnnSdNTU1y//3371K5P/rRj+TDDz+U559/fndVNSAgICAgICAgIGC/w4CIVPhw3HHHyU9+8hO58cYbZe3atXLmmWfKiBEjZMuWLfK73/1ORERSU/26ygUFBXLRRRfJbbfdJqeffrpEIv5vLA37kUrAUGBjO5IvYd+3rescCz+SFsHfeUzaCUOZ0cIYLaqw1VxLRRRXMi0RO0yqodtmE2G07iMY/iVtQGkZDM/7FExcqlHbX6Pl+exLyg1tnRox7doWt0lLm1vxpznF9G9JmQm/ZzcbGkJbNFaneticYXHSWOo8qlbbmmL1YNiWKh0EQ9bsA1X3IQWhzVKtQQLAFrfqh24Yo0oS1TM8AlcWBSUvm1S+2L118AP2OfuZ9WbbU+PtHZQLJR3EtJkAkqpnVCRT1Rf6ClVaGpjIr93YhkmqlFrFsVMO6iCpUKQ8Pf2/axLHp/7T8KR6VHkSWNphftMf25pitiRtg/QX9gX9kEmqOAbU331KMJY/MTkYKCFaV9I7OTc1oOyxlSWJ47VbDG1Lx7kv+R3LY/+75i/Sfkg7Ic3CaiOTh8XPk7q5fINR1iPFjvMs6UP6HNKZqPLDxHb0Q1IDi/OMSlZLa8y3aA+Ooy5P1kH2qc7FpMpUe5R7OM/mWQp4MR+iOhT9lGpMjT3kFuB7gjQbOxGeaRfVy7R+nKs5dzL3BOcy9nN1fTTpPlLi+N4hhYZJRKNQslNbsk60aU29e1zSh9SWnGPoK7yPYF3bO2LltVhJd41fcbxkZbhpczrWOM6oIMV60O8JpSf7Eo6yLzgWOa+p/ehXpHZzbHPe8CVW7K/Yz/dpD4xIxY7wy1/+Un7729/KkiVLZNKkSTJu3Di56KKLpKmpSV566SUZMWLEDu+fNm2afPrpp/LMM8/spRoHBAQEBAQEBAQE7Fvo95GKWbNm9XjNmWeeKWeeeeYOr7nwwgvlwgsvTDo/cuRIqa6u3uX6BQQEBAQEBAQEBOwolcH+gJS6ujoPCSLARYeKdpnQnS/syfCeS8WCCkd2qLML503ItxShQA3jUwmI8KkMMdSu0UkrZAlVCobwGfKlOoPSfRhibveodFD9h+HaOrRRQ7N5nmRPLJuKJ7Slhsl9dCuGa/M8oX2GdxWcJEhdYWg3w6HSwzAwFbVIaSGNhRQvpalUlpnf19R2Ou+jH1KlRf2NCl2k6lC1hCAthm1X+gd9ieWR7kFaBkP3+szRSNhIKgTD3rQZVVq0j/g7be2zKdsysjjWho2gMbAtVJsiZYHPmXp3TBXq/iu/nDhn00fc6mtjRhrVEqXicFwwmR7nAY4/UspI+dBx0uihWFIJLMNDv9EyRpSaevjmujKP4pDS7D76fGviXDF8gkpRnENcClG0DZ/N/twK+iEpMmoztnUUkmmxDI5LUoa076jIR5peG+bZ2kZTjwpIAnLMfLYh5lulBcZ2pFa1WepEhpJHGo0mc2M92RaqvHE8sP/1Xj6P7wyfqhzHgJ6nehUplvQJvheZPHBN/KXFtpKayXeQ7z2gZZNCw2f75nueJ9QX6G98N7TDNnxPkc6jcyD7heOZduTY5nhQSiH9x/f3BRP/MVGj9gfnI1sl0NS/OUqqXPI7hnNJTqZbcY19kOmYe1gG7cV3q48Kx3loSH7//NP16be39Onzz/tyWZ8+f8DTnwICAgICAgICAgIC+hbhoyIgICAgICAgICAg4Ash0J92gI6ICU9rqJhqEQxZd/qkdACloTBUuKrK8JV8dINRJcmKBzXNKc5rWTbDsgxlaviRoW7SKRjaHwTVHZeChiYiE3GrOYnYIWuqhAwrpKJT8vYeJjHj7yybajuaVIfh9yGmejuFpg73diNfOJzQPiDtiOpQTJxFuhKvV5UpKrMwVExKAPvcRQ/J8KjubAHtyNdffI5SZFgeKUik7WQhlE2qg1I46Jv0X9LZCFfbqWbCepLmRooEy1BaARMxsU6k0NHHSJFS6sRl976dOHfXvx2bOOaUwKRYb/xjc+JYVa22gjZD1avPMT+QlngYkjpSGYsUBwV9gm1k33HMK3XCThLHJJfGprQNfUgpXqSfWTSsCKk6biqn0ld8tB76G8+zvTo2omgL/Zv+Rv9gGUrnIEWMSlccD76xRgqSzhs1noRnxR4VtU6LOtputU/EVslJA3WXSj+cT3TcFeW6n82xw7mJSdH0Xo5F+oEvEd5w9N1Hq+pExJ9ALdNBZxOx6Wpqp+YoaV+kC7qpuaQJfbq+Pum8bwyQouSDvodYT/pVo6XEZ87Th7R/OcbpN3ZCRvd8TvqQgu8jtoX976Ins57ZGewvUzbrz3ek+hvprj76NEE6I9vy5YNyXZf3OfZ3+lO/36gdEBAQEBAQEBAQ0N/BfUv7IwL9KSAgICAgICAgICDgC6Ff058mTpwo0WhUfv/73yf9tmzZMhk/frwsWLBAzj77bHnkkUe8srJdXV3y4IMPymOPPSbLly+XtLQ0GTt2rFx55ZVyyimneJ9P9Sel3zAUt7rKhMAZGiWdg2HjA4fE1EB8dAqq8TD8y+Q/SnugMgdViD6Fag2TaFHxQukLpC6tq2Y434RUSblg2xMqVHg2FSUY8mWYl9fwi14Vrmg7hmLZXoZJSWvQZ5LiQVoBw66kt5C2lZVIDOimZDBEb/cX2hJXdWG/8XlsI+3rUhRheJvX1iB87VMRUdpGtoemxzA6/ZA0t5FlyZQ8K9kbbMoQPa+hHdRODJGv3GQoPuxzn+KMhtRJF/SpuNBv/vZpTeL40BEFSdf6KB5DS8xzOHbV1hz7P33w74njO6caKhR9nSH/FRtjbSeVkpQM2tdHxeAYVHUZnxqdj2rGPte2k4bFuYRzBRWROI5U8Y2qXfTN3lDedLzSV0jJoR3Zdy4VPf5O6tJxh5gkmFTAqwaVRKlLPEffZH+xXbSpzv0iIo3R2Pn0VDeNcBTUxkhjIVVW+5RqU5y3OU/5FILUb7o8lE7eZyWaxPyq9zLhHWlkTKDIZ1PpSal3vM9HL2I9SOEZHPdV1kMTx8WO3ZROn1Kg0oFJzWOdsqwkjKZ+nOuUWsl2cwywTtZ5zFk6pmhHUtioosZ20Q+1rr4EkbkOyqSISBPe25o4NA1l8O8B0tnYj1GHSh3rwXryXc2/f9jPpD8dNtQ9b/Q1nn2nb+lP54wP6k9e/Ou//qu8/vrrsnr16qTf5syZIyNHjpSTTjqpx3KmTp0qt956q/zgBz+QxYsXy5/+9CcZN26cTJw4UWbPnr0nqh4QEBAQEBAQEBCw36BfRyo6OjrkiCOOkClTpsj111+fON/e3i6HH364TJ06Va677jopKiryRioWLFggF198sTz22GNy+umnW7/9/Oc/l4cffljee+89GT58eNK9jFRojgCu3vhWyvglztVxXW3g79St3owVjZI8s/rFVUJdgWI9uOrAL3+uOlGbPQseAwIAACAASURBVOrYgMfVlKiVB8IdLXCtRvlyZzC3B8smtD20o28jNFeJuIrJzeYKrqrR7iXZ7k1hzPOh4Cq4Tyc9D32kG8xbu3u2HaMdXK0+sNSUt601dt7ecOsetrUNxp+48qPw5c6gL/M8oauSVl4EtKvJkxshi/lN4iurrD5X4CvK3X5Kv9YNuhw77KNWz31DoKWv5wflu1cqiQ7YvRwrhnw+I2aKax4yUQvmsmAekIg1F8Sez36mX9V5NO65eqvH7IsMz+ZW9jPHnfoh+8gXiaXfcFVXVzFXIZrL8cm+5SZfrjTreddq5/Zg2Vb0FP2iG7+PHl2cOOeLcPnm17LC2LysEabt68xNz4Rr3NHvGdFhX/iEIbSfmYuBERP6MqMd3JCvZQ9GrhFuRmcEwxdN0igO68nVes57jP5yrqMPqW9xXk+35nhTHv2ePqn3cmyxLVzpH+qYE2L1S4s/j3kbkAMI5zmOOO9p2Ws2mzHAtjLvCH3WlSfKEivAhnwKqdC+rLeOI84fzC/DeYwREY5R+oVGwDk/+DZTc76hfbXvKKrC6Nr6GmMbjh1GY8aOMnXtTwiRin6MtLQ0mTRpkjz++OPS1WUmk5dffllqamqcGbK3x/z586WysjLpg0JE5Morr5S2tjZ5/vnnd2u9Bwr48tpVcBIK2P3QD4qA/gvXB8XOwvdBE7B7wD++dxX6QRGwZ8A/OncVriSkAbsPTGy3q+DH4L6IlJSUPv3X1+j3I/Ciiy6SdevWyWuvvZY499hjj8mECRNkxIgRPd6/YsUKOeSQQ5y/DRs2TAoKCmT58uW7q7oBAQEBAQEBAQEB+x36vaRsZWWlnHDCCYkPiY0bN8orr7wiDz/8cK/L6Onrzff7hm3JFB/Saajz39VtVsIYruPqlp7n5kt+tXPzGlcEGCJUHW5uMGN42LVBS8SmYSn9hlEGhjKpqc4wKuuqofjahtbEc9o6sKHSWhl001FIH9IVJm5Yo+1od27cYihb28B68nduPP1HjSmD7dWQL8OsDFMzfE0aE8Phq+JtTEs1YWU7RG7sRJob67p8c3f8ecma+yI21YRhfoasqXFf56A0MTRt678Lzpu6an4NblI9ALQ6bpxevqEhccxwvvo4z9F/aVP2OZ/D0Lipm6GjsF2kFXCD7riKWF23NJlrSTPkJnZSJHhe6QTc9E1fIeWJuSyenTE+cfx5dWycZKZHEvQFjkvOA6SgMH8FqScfr94mIjalIR/jgTTHYypLEsecK9ZuiVHyKoeazcWkVlB4gc8+aLB5ztKNbUlt6fJQRznHuPIkcPXZJaogYvukK+pjbaaFbehjUSunSVfS9Ss3NchBQ2PiFhyLpKD4cgZZ9Ja4f5KeSOGFgpwMHBubujb709981CAf3Ud9ucPa1O/+k4BzQsSx4Zd+ZedcMH3EObXViu7F/MnK4eCg22xfj49X1yWODxtp8rZo/ehXnMe6ut3j3CUu0dGVvGlaxH538Tz9UG3D9zf9gzly6OOksLa0xRrcFDX3kbrEevhyTyjYPlKoSF3yveuUhsk+8okEkC7IdyvfD/puYv2Zjysv28ypqV6N1v4Z3e0HwYI+Rb+PVIjENmy/+OKLsnXrVnn88celuLhYTjvttF7dW1lZKcuWLXP+tmHDBqmvr5fRo0fvzuruV8jaDeHQgD0L1wdFQP+CT20soP9APygC+i8i+3uSgAEALnYF7HsYEB8VZ555pmRmZsq8efPksccekwsuuEDS03vHyzv//PNlxYoV8sILLyT9ds8990hGRoZXijYgICAgICAgICAgoGf0a/Un4qc//ak888wzUldXJ++8844ceuihid+KiorklltuSZKXraiokPz8fPnBD34gr776qtx8880yYcIEiUaj8uSTT8q9994rd9xxh0ydOtX5zPo2E7rTECZDlu2evAw+tZXctOTNgluaUpzXMlyemZK80kxloaVrtyWOScVg2JVqG1pv0k4Y1iR9gPfZeShi/x1WaOqftc3kyIgWJucBEBGpaQZtIGfHrpfVZJSRtuUUJY4Lm03YO5qbI18UmVuN/VLSYn2ekg5Vm6yd26CZ1RCj2UTzc52/N3e6cziQDqHdkZP6xUO83OztU+gi2sTUg1QXXQSkf1ORhpQ3+q9b+aZn+oBSlERE3lttfEHzgIwsBi0GCmOkUPnUZ95dHstZ8bUvlSfOkZpA2s7nyKNBGoWqUL3+UVXiHJWFOD8MLzL3nTPzncTxL75/pIiIVGIVfAPoXaRsEV+qMOOBtAYd0xzDvs2rbC+PDx4eqwvbzRwkzehzKjOxn6lEpGDfsk7sF9pMaQS+nBCkTtAPSfHRsukHPloS/ZD+qTQQzpeLPzEKL9ToZ/2pFuRSKuLmcdq3LBe0SoxFUnXUx0kpsuvvzl/goovSprQjbcO2M1+H0nAbPe8agpQm0hlVAY/PJsWHvsl6FOW61Z8UpN5sBTXIerdiPJOiqpQrUqNLQcfNEKg2QjGQtOT18Xb5FCPZXp+imlIG6T+sE+vMIA2v0UM755TpI95Hv6GtdW4nM4H1pN+ne6hcn62P/X3A8Ukb+NSpfGPqnw405fQnPPe36j59/lnHlfbp8/v9ngrFRRddJLNnz5bx48dbHxSKX/ziF0nnnnzySTn11FPl4YcflgceeEBmz54t119/fSL53bx583aY/C4gICAgICAgICAgoGcMmI+KsWPHSl1dnfM333lFamqqTJ8+XaZPn74nqhYQEBAQEBAQELCfI7Kf79QeMPSnvkBLVzKFg6F4hqOZ84E0JoYCVdmECaGo6MLwNUOmpAooLYNqTqQBkE7DZ9sJZGLnGVKlWgzb6Et+p88ZA9UNUmtIuSGV4P0VWxPHDCcrlYT1zLYUaYzNGD4lxUvD/FQIoR3Z3myE6BnKrotGksolTSHHo4zFeuszSStgkjuC4V+GrJVmxxBzOmgMm7aa/mdI2pXkifaq3kbVKzdNgfWgqpUrrwntS0URKm1RGaYK9U7U2UP7oxINn6NUgbxsqpOYvqVqGMcGlU10LDKc3tjipgP5EqHpvT76li+RH8P8tzz+kYiIzJj4pcS5kWXmvnc/q0kc0/6kOdY4VF9IAWMCvZWbjCrX4CI3DUH7MT/bTSnbUGN8efyYUpxvwfUxO7A/ScNheb7Eemp3Xkt1KPoN/Z7+q/Xw5eQhVYd0GVL5lEpGf1ux0diRak2kBjHZoovu5VO9os14DX1PbdPmoIuJiKQhcSv9jX/wqP3o35zj2a70NHMf+0iT/fFdmIp+5pzbHGWCwmRFMlJv7HeQubazc8dUIm7U9v1tlw5foCLR0rWGvlscp6Jy7vflV9gIvy8GjU37jvXIsShZpl8yoQjI+lXH7coEovRD37xC6FxMX2Kf+95pLpWvVk8iStLCOdZYP7UD7RFtY/JU41fZGaZsqlMRx1b0T/rT8/9X0/NFexBn/NOgPn3+gNioHRAQEBAQEBAQEBDQfxE+KgICAgICAgICAgICvhB6taeivb1d/vrXv8qQIUOksrJyT9ep34BqTarC4aM6MPTIZEgM3asSAmlJVM1gOLeqzoRUB0MJQcPMVExh6JGqLwyjMnSryfeKPQn0mAiNlBCGzo3KjGl3U5RqUuY+UhOGDXKHLFWdg2oypLSQxvLpekM9IKVCKQbtCOETpCixXUyAVV0fo3Yw/EraQVu7aW+KR21D6UikUJH+RDuWFZm+I4VAQ/6sJ5Vb2LekvNE/1TZU4CDlieo+w6Bg4wuTKxXg0BGG8rYe7SKNhTajkoeGxkmhIF2QdJSVqB8Ttem449iKOBSmtq8/6RXqC6S5kALEsU3qAakp2jdbkQSKbeVYZD2o9KS0p5nz/pE4p4pQIiKlKI/+y8RTHNva13we7Uu6F8uzaHZxqsvQEuMT9E0qY/H8kGJzXvvAR21iGbQTz6tfc2z5knHaCUKTlYBSI8lJyUREygpNX9AGHHeqyrYclCfOD5yDcrNJVzRtp9+0dUTjz0CdPOpUbOPqzYYCqtQ0UvosJasu93slw5Eo1aZY4t2E8ZDW7U72p31Dv+e82OJR1GpoSabj8r2zaav7/UdqDa85oDyWqJHUPM4DpDmxfhznpInq+42+wvmG54fincb3ufYd+7PZSlpq6kG6Gq/X+ZDvZ9qgKM/YjO3lu13byzKiGItdGUh+6KFE6zvNotp2u6lotA3VsHRMcZ5lW/h3DOeKSKexB9sV0D/Rq0hFamqqnHXWWfLnP/95T9cnICAgICAgICAgYMAhJaVv//U1evVREYlEZNSoUdLY2NjzxQEBAQEBAQEBAQEB+xV6rf40e/Zsuffee2XRokVSVla2p+vlxPTp06W2tlbmzZsnM2fOlNtvvz3xW0FBgRx11FFy0003yXHHHZc4f+SRR8ratWvl/vvvl4kTJ1rlTZgwQd5991255ZZb5Iorrkh6XnuKCbuqKgbD/VQLsdWVGK43oUClAlCdiCFGhoqZHIjQcHMtFF/47FRL/SI5jCpiwqS8lmHxGtBl6pvNcRHC60rhyUHYk6F6Juxr6nDbiRQNpe2QiuRK2Cdih2BJ99HwLkOqDKMyqZQPqlpF2kZWxJ2AjompGhyqNS0IdTNEzjA66UMMPavyFRW1Nta7FW6o7sMQuIakSfGxExq51VhIR2GIW/2dvsJ2U6WDfVAFmoLahiFwhr3Zn6TqrKs21A9NNka6BBPhEUxMRX9bti6m9EL1sjaPmhdpJ+XFph/V3zeBgsIEhnUeWg/nEKUHbKw1fqCKUCIi/98PjkkccwyUF7vLU1tyHNE/fOp1PK9lkDZFUHmO/kElF1W+oi9RzYv+y3ZFLKpIzEc4hkl/oDoc505SeHQu5rjgs0nZ8tGsSN9UVMEGVMEh3YNjYxTmc6WBfPi5UcKjEhfnfqoPkeLlUuNJs1SDTP0OjFODti9D7UqVOvoB+4v25fyl/s7xwv7itTzPuV3rzbb4kvfRVw5Au/Q9Sqpih0e1jfMAleL4TNZF0Ztkb7TDlrjSXluHO+Eo/dRn34zEO839jmedaF/O0dqnpF7x/UbqmkWlbU+m0naBWUw7ct7jeVJvtU58NilstGMTk66ivXxvnH183yZ58+GFd2v79Pmnjyvp+aI9iF7nqWhsbJTc3FwZN26cfOc735GKigrJzrb58SkpKXLllVfu9kr6cPDBB8sLL7wgIiK1tbXyX//1X3LeeefJsmXLJCvLDJQRI0bInDlzrI+KJUuWyNKlS6WkpG87ICAgICAgICAgIGCgo9cfFTfffHPieN68ec5r9vZHRVpampSXl4uISHl5ufz0pz+VZ555RlavXm1l3T7vvPNk1qxZsmrVKqmoqBARkTlz5sgZZ5whb7755l6rb0BAQEBAQEBAQMC+iF5/VHzwwQd7sh5fGNFoVObNmydlZWUyatQo67dBgwbJqaeeKo899pjccMMN0tbWJvPnz5dHH310hx8VpPBoTiOGHpmMzBvOx8YZpQylIZFQBsK1ZBuQBkIKwQGDYtd3OahDIjbtgfSFWiNckqCN2M8zz2jzJLixE2TFrjmyuMiUm+JOvuMKCcfKTk48RXsRTVSUyDLHzd3JSaXKck09y9wsMslqMJSWlHTTxuy4AesyCpLuEbGT+rV1GJsxpDsoI24/KHOsAUWGFATaZisobdlxik9tiym3JN/UkxQUgjZVyh5D5ATrEUXov8NKjJSsBGapg8EnMjuTkzTG6p2s6mEpGTW4VUsYwif1Tsca6XZrak0ZfF5qxPgyKTAsW2ElnEQbGZbnmFLKxedVhmPV3mlUZqiS40vkuDKuKESVJ1Kerv/de4njC06qSBwzcSTvVbNG0S8ZoCZQLYg+S2UxF92nxUNLa8ZzuruTKUOkA3V2umlO2Q5qpoihZ/F3+g3LIJWvFUpP2s+8z07I5+5b9pf2P6khLRaVBIplUIiiH1KVSOepLChIcZxxs2WGx/fUV11KQSIiQ0DT8ykwKahcSJpNfbN5HimnfA+s3RJrF8ctx5FNqzTP4fywYmNjUt3Y7uwMU0axh16m/kZVNNKLSP0h5YnP+Qyqgpq4sDc0Y9KO6FsKUrJIKaKvs+1UFlP6m28OZxJUltGG+Vzv5TiykhWiLW0etSutB1WqOAfR1nnZbtqyJuncWIu/NfC7/beVKY/zEZ8Z0D/R64+K7f9Q7w9YtmyZDB8+XEREmpubpaioSB555JEkWpaIyOTJk+Xqq6+W66+/Xl5++WUpLCyUE088cW9XOSAgICAgICAgIGCfQ68/KhRr166VN998U7Zs2SJnn322jBgxQjo6OmTr1q1SXFwsaWk7XeQu48ADD5SnnnpKREQaGhpkwYIFcuGFF8rChQtl7Nix1rUnn3yydHd3y6uvvipz5syRyZMn91g+V4l18YBf71yR4QoPV3IYwdCNuFVYXeBqITfllWElp7zYfPk3xxcjivNFquPhE24kPWS4WWHnChXB57hgt8u9mUzb+8nabTKiNBYOyPJEBWgz2skVVWmImmdwo6C1atLJDePm+mh81aO2xdiLKzzWxtN8d2WbO2N91IUVFARXpDDXvWJHRNOS9fNbrPwm7lUp2pobtDfFF9AysdLLjXGsR6cVZXBv0FVkwfcYdWPkixv1S/Iyk57H48x0UyeubHKFV/vAt0LFFd0Dh5iNmFwx1A2VjKhFPRtWaXd2v16zZnOTZUtXuwhr4388QnBMZYn8/bMaq24i9gowV2wJrUddY1tigzRX9xidePIvqxLH4w4ye8FoP40iMNJC+3O+2erJb6LPZwSG44jXMlrEazbH5yaumDPC0eHJy5CPa9TWHZ3dicgB/Yb9zFVYjgHdSB6JpCTmvbZtZv7d1hRx3ke/4ThS+1mbjrPMs+18QCYqNBx5YLQenN/4bEam+Zx6hxgE51PW2TfHtzvmAa6uc4WY4PzLY41eNra0WxE9BX3ClbNJxPZPtSXbSn+rgq5MLvIYcW7XetTUG/szNxDrlIuod0ubsZmKS3DOYJ3oexRZYBu1XSyXuV+Yy4nvAUbguuLl0Qacm9gWRic4H+rc097RlRg/jIYxtwbHEZ+p9uvq7k6M12q8GNn3HAMcr61xIYeMtNSE37Yi7xNtwPmBf0P5/LM/wce22F+wU18A119/vTzwwAPS2dkpKSkpctRRR8mIESOkublZxo0bJz//+c/l8ssv31N1TUJGRoaMHj068f9HH320vPjii/Kb3/xGHnjgAevaSCQikyZNkrvuukv+7//+T+677769Vs89geptbvrL3oZ+UAQkg/SiXcWmhp6v6QmuD4qAGFwfFDsL/aD4IqACVoANUpF2FT0tpPQG/CALsOH6oNhZ8OOsL+uxr2J3vAdSd8NfzPwQDtj30OsReO+998qsWbPk8ssvl+eee85aGSgoKJDvfOc7CSWmvkRqaqq0tLQ4f5s8ebIsXrxYvvGNb8jQoUP3cs0CAgICAgICAgIC9k30OlLxyCOPyPe+9z355S9/KbW1yTq8RxxxxF7PuN3R0SFVVVUiEpO8ffbZZ2Xp0qXyk5/8xHl9RUWFrFy50pKb3RH44ZQTD8tzk/Dn1e5wKFdLGMrWY1I5CIY1u7oN9cC1GY/PO7LCbJbmRkwXDUBEpL0jdkx6CfMA6O8idiiT1AStR0trR2JD4qYG9wbkltZk6oqIHebVMDpXU7ixj2HeNaB7uVYPuRKydO22xDE3TvIabtbbsi1WNvuQizO2BrdpF0O0SqngOW4wJJ1iCyJO7H/ddMdNuNyUR/hoQHmgB2j/W1r2eDbpSlZuCoSktexWh365iB0uX/TuxsTx6KH5iWPtx5HYQf/ZhvrE8UHDzLU1sO8w0EcUvtVn2pQbNJmvYWRZrDxSBtoRcudG+OHIMcLcNOqfh40yuS7YhxwDpBJ9CeOVz9dNpsxBwY2JpDxdO/vdxPF3jhueONa60Pc4Rui/3EDKSInStoaWmHb7NqlykzKjPss3xEJspINQk55+yPHFspU6xfqvQ14XX+4B1kl9lfQX+jcpWZzv6Qt8vtqV9spISxYzEBEpL0re2ydi+pz232pRBM217IP2HnKJ2PMp81uYOrFs3XNLSgn9hhtkWy3xjuQ+J6WXm/OZL4NlkBKkEQq+a2g7tpu0nVUYUwcOMfOGzkOc7yuQ0+KjVSY/COc9UvV03uDzfPmPOO/x3TS2slhE/JuiGYHj+43vSLUJ76Pv2bYBxasrmU7F+vN9xHcdxyuhPpSL9wHpT3wP0D9KC9yb4vW9xhxG7C9fjpxOh4hEQP9Crz8q1q1bt0O52Pz8fNm2bZv39z2Bzz77LCEdm5OTIxUVFfLrX/9aJk2a5L2nuLh4b1VvvwAngoD+iS7PBB3Qf0DVmoD+Cf7RFtA/EfXsIwzoP+BCWcC+h15/VJSUlMimTZu8v3/88cd7nFI0a9asxPGMGTNkxowZPd7z0UcffaHfAwICAgICAgICAnpCZD9ffOj1R8W3vvUteeSRR2Tq1KlJKzYffPCBPPbYY3LJJZfs9gr2JRhpU03srm63ehFDtwzzMqyp4T+fMg5D3QzLu2hApHVwdcanOc1wbWWcjsIQYzNUl7iyzc3GVCvR81a7qZiS5VY1Ij2kMMuEYJWy0pvIB5V02F59Dp/B8khjcOmJx+oRWzEmJYPh6DyHOo2IrbvO6xUMCTP0zHA5baltabO0x80xfYghYRfliYEKqivlZbv7iKFsV5DDt+GP84LPvlVxWhHrT/oFy2ZbqKSktBFSPJjHoqPLrSxEWoZSD0jJYV4J9le1RV8w9VD1J9IHLBok7Mg+Yj8vW1efdI50Ca7qsS2kPL34t/WJ43EHl8TbZ/qWFInMdFMG6WPsc20D+5BlLLfoakZtrg5UTx0DHEekT9JmGRZd1NhX73XRQURsqgZSzVi0Ir2eczLnB1IYObbhQolxzvm50bNpu8hDc0yzchrF/kuqIuvc6aEd8Xo9z3dQGozN+ziG2edKE8vOcLeFY5T94prfOJdwXnSpMomIRNu6cE3sv668CCI2zSYzg36T/B7lu4tjkf1sUcA8f/9pH3HM8T2bYbWFOVzM+ZXx/Btsd2GuJzcM6pSFNip9rDfKSDzP8aqKTj4FKfos+462oa1diHgMSVqf2tJHd3TlUBGx+4vvgQNK3PTCgL5FrzdqX3/99RKJROSEE06Qm2++WVJSUmTu3LlyySWXyCmnnCLDhg2Ta665Zk/WNSAgICAgICAgICCgH6LXHxXl5eXy2muvyamnnioLFy6U7u5ueeqpp2TRokUyceJE+dOf/iRFRUU9FxQQEBAQEBAQEBAQsE8hpa6ubpd2cVZXV0tXV5eUlpZKJNLrb5MBBbarsT0tfs6E60hTIOxQN9RM4gIV764yFBRSYcjFI+WC4cnmeNiSqjCk+Hy23lATyqFm8fHqusSxS4GHNCyG3xkmJfVAq0pKQ6sVnneHYhnWpm20bNp0CMKbpP50ecL5LjCkzlArGXxU4dBrSMMhzSbiUcGxk86lxv9rQtaNUXeiI9afNlPllUqoIXUivE3/8CWjy4hTNNhHpLS0eJ7N4cx7Mxwa8Lxv1GDjT0vWGH9jHwyO03lIl6BiGZV7aBuqPymFy0UXi9XJHeZnP554aMyuW5rc9IaPPjcKMePHlDrL07A81ZqWrDFiFaOhrvbxanP+uEMHJY4/3xSjSFAlrqLc2JE+Rr/nOGfCqlsej+0RG3+oqXPlUFMP0iZPPGJw4pjzkKrjlBaYdpHGwrFBVZ2SbHNe57hy0AJJA+HYZxtZRk2zJtxKnLIUy0hXIlWHFD+tK9vnU8wh5Y39ofalHzPhGROOkgLmU5PaUhcbu/nwX4KqS1QK+xR9Piw+N3Ie4HiwEvmhz3mNUoU21Jjxp6poIrb6GimKpKOo+XpTD95Hqo6OS77TSA3SpJsitg9R2e/QEbE++GyDSexDShnt6HtPcWzr81nPNo9yoZX0Eapxx8fHIKlXPnUl0md5vdaJY4RzONtCqlGZYzM0/y7hGODYIf2J0HqTQsz51Jf8rgx92h4vw0cpy3K8h7cH+2h4ofOSPscf3t/a80V7EKeO7Vsxol5/Dbz66qvW/5eWlsrgwYOtP7xnzpy5+2oWEBAQEBAQEBAQMECQkpLSp//6Gr3+qJg8ebK89dZb3t9vuOEGufPOO3dLpQICAgICAgICAgICBg56rf707W9/Wy644AJZsGCBHHvssdZv//7v/y6//e1v5Ze//OVur+AHH3wg3/jGN+S4446TP/7xj0m/v/LKK3LPPffI+++/L21tbVJZWSmTJ0+Wyy67zIqiFBUVSXp6uvztb3+TioqKxPnp06dLbW2tzJs3L6nsNgHtqDUWWmSIjqFHO1xnnptlKWvEwn8W9QYUGVKQfKFKpULxi5QhQYYhazwhab2e6jQM8zKc69P91vbSBqQYbIFiR4OV9Ag0JoTGtTk+FQneR/tRlcQV8m3vID3K3EiqGakzagf+zkRNuVnpSdeKuBWAaEdey/KoOLQBNCBVuGIfRVLcKkmWkg7C01o2fZOUDPqQj8FIOpIWEwUNgOFwW/VFnMdKuSAtgtQQ9gXrTTsoSCWgqhHBMuhb21pj7YqkmGf7VFXYLh5rXcvxPB91kH5Kao22wU5UacqLWnQ20xesH+l0Snt6Z1l14hzpT4SLzkakWhQP4/dMaGbND9nJSfEaHXQxEdtnibRUMx7qm1utskRsNTo74aSxL/1C68d+I92R/kvfo4qQUmQ4X9GXOB44H2ZYlBAzN6oqkI/+RDpbt5WIMlkhin7DOYFUHc6XHGu1DW1JbaGdaMcsjC8+U/uDY4c+wX4mnZHX67GLWrh9/Ts9faBtJ4WNczifR8oT/YZzp/oc+zzfQR2LledWe9T2sl98dFyC1+hc4aOUWfRIyxfQBwlVxJ5pXwT/1tE6tXkSEbr6c/vrE+1KI5UOdebYcbx3tq+TSP/MSdIPSX0dFQAAIABJREFUggV9il5HKh588EE58cQT5dxzz5UPP/xQRGIOMW3aNPnd734nd9555w6T4+0qHn30Ubn00kvlk08+kWXLllm/zZ49W84//3wZO3as/OEPf5C3335bpk6dKjNnzpSpU6cmlZWamiq33HLLbq9jQEBAQEBAQEBAwP6MXn9UpKamyiOPPCLjxo2Tc845Rz744AOZMmWKPPXUU3Lfffc5/4j/omhpaZGnnnpKpkyZImeccYbMmTMn8dv69etlxowZ8sMf/lB+9atfyeGHHy4VFRVy8cUXy29+8xt59tln5bnnnrPK++EPfygLFiyQ999/f7fXNSAgICAgICAgIGB/Ra/pTyIiGRkZMnfuXDn33HPl5JNPlkgkIrNnz5azzjprj1Tu97//vYwcOVK+9KUvycSJE+Xiiy+Wm266SdLT0+W5556TtrY2+clPfpJ03+mnny6VlZXy1FNPWXU79thj5YwzzpAbb7xRnn/++R6fnyFIuBUPuxVkmJBbDeJyVCIhXYkh8ObO2DFVVRiypHpOFZJyUWVBw4XFnoQ1vHbYIKOeZFE74so7VCqhogTrRFUKhh5VhYrKVIWZDEcaGgOpXKw3Q7BaNkP8Jfnm2tICUx7bQnUiLZvtInWCbbGT5pljpaCxrWW4j+F1UryopKT3tnoUq1hnqiCRKqc0BZ/CFJVNSANgyF9VwXyJ10hH4HPov20eX1Y0eBRA2F+8Rqvio4Z0WaF908YWR+IpS+EGv/toNkzeqL6qCkMi9hhmCJs2s+zkoC5ZalnoI1In2Pa8OF2CNIA8JszEGCA9krQd9pdSnUh5evy1VYnjb48bmjjmvEFfVToVy/XRi0j3IB1BFWyGQIGusdU8LzXiVo3bDDFCtRP7Ns2TUJB+SiqfiybEYyrnsQyXshjrOTzTqCS1eBToSM8qQsJOVd3jM6h2ZKvUmWMrYWTcNvRT0ljohxzn9D3tO9KVMj0UO4I0sQIPhUtB+3Juoi3z47Q5vkv4HuPzeM2KjUbpSZX2SNPzJYIlBhW4FafUz/g7lZ3o96QfuhK4ca7OzjPHPtU+9nNOVuyY7wn2IZPB+aD+bvet+Z3KXlSH47G+c/n+9qkp0vdSHSpZfO9zjsz2UMu7QFu230H9k/60v8P7UbFgwQLvTRdccIF89NFHctppp0l3d7d17dlnn73bKvfoo4/KBRdcICIiX/3qVyU7O1teeuklOfPMM2XFihVSUFAgQ4cOdd57yCGHyPLly5PO33jjjTJ+/HhZtGiRfPOb39xtdQ0ICAgICAgICAjYX+H9qLjkkkskJSXFWkFT6Pn58+fL/PnzrfO766Ni5cqV8s4778js2bMTZX/ve9+TOXPmyJlnntnj/d3d3c6VltGjR8uUKVPk5ptvlgkTJuyWugYEBAQEBAQEBOzfiOznO7W9HxULFy7cm/VIwqOPPiqdnZ3ypS99KXFOP3DWrVsnlZWVUl9fLxs2bJBhw4Yl3f/pp5/KmDFjnGVfd911cswxx1gfRD1BQ4fRLioFmXBp1KJfUL3BhCdHlcTKWI9rGV7ltQz50ke1aF+SO4b2SVNodSiUlBe5E435kvkw9BjVMpD4i7bp6nYrYzGkSqqLi+pA2gwpBqSpMHSrdA7SXEhRom3YX2yvXuOyl4hIK+5jGVTxUtoIqQGsRzNyJjLsbdNbYn2zenNT4pxdnumX4nxS4UwZ6jdWv6HObJcr1C2yfaKl2HlSULo8/sbEWYSG9klHiDqoTbE6kQJhnql+ke2gg4hsN17AeiDdJ9oVS36XC8Ew9hHpRbRNO9qobs11Fz6D9D32F7FyU4zCQZ+mbezEgKZO9GUqX7GuClKe/vjuxsTxyceY8xxHWnaXJeFlDumzTHqWatEE05LqnJJi2khfjra5E6tpPeiPpHCQisg5hknA1D/pK+wL0nNYXpejT5mUjLahghspY7bqmSSB9eB8n5bqpmqRnqNjcWuDaSspdqTFNMAnXeOL/UmaDecHn+KQtpHXFoLqRRovfYWUIJciHOfCA5BgkckP6RdaxjYPHcinbrhlm5sCqHNZI2xOqg7fU6R6ci7TMthv7JdUD22VimnqT2u3mPcAE04Svnd/WrzanKtJLyu2aGemri4lRirXRTwU4haP+pfey3HEec9HI+S7mPNG/o6ZdwF9BO9HxVe/+tW9WQ8LHR0d8sQTT8hNN90k3/72t63fLrvsMpk7d65ceOGFcvPNN8u9994rt912m3XNwoULZeXKlXLjjTc6yy8rK5Mf//jHcuutt8rxxx+/x9oREBAQEBAQEBAQsD8gpa6uzrGGkoxNmzbJypUr5YQTTnD+/tZbb0llZaWUl5c7f98ZvPjiizJlyhT59NNPpaSkxPrt7rvvltmzZ8sHH3wgDz74oMyYMUN+/OMfy6RJkyQ7O1tee+01ufHGG+Wb3/ymPPzww4n7ioqK5JFHHklQpxobG2XcuHFSX18vJ510kjNPRX2b+eaqia8I8UuZEQmuoHEFihSs8vhKHldgW7CyyC/8oSUm+rChptmUgaiErgIu39CAc8la5iL2JmWuemidmCOBKxrcNGav8JjVhory2MZDrmrnpJoVjaYOd94Lrt5pHgLXip6IP78C26hl0I6+1ezcNPeqSHNnrH+5ssVVpLx0c9+aWvMc2omrgboKyN/THNEVXiti21rbzmgIV3V8mu62pncMvmgN+47XfPT51sSxRtW4csR+GTbIbF6l/RhtOXhYftIzPq9qTBz78ocQTdGYzYrzzAohowJcqeZ4rW1gThNzr66g0le42ZCr0rRZgaVbH/tvs2e1LcORx0TE7n9dueQKJlf62S7aKYoVVl155/P4DJZ37ex3E8dXn31YUrsY9aDuPTEcfZ4D/1xXHZuzGInNtnTvjX/QF+hbXP1Um7AtvlVOzpFcedW+YwTU3mhusLnOzIdsl86jm7aaOZ4Luly9ZYTgoLjfi4isr2lJqrM1d2a659z3V5qxqBvgmfMmI839DmL9GAXTdjFaw/HMuZj+xPHAyIyuQNuiBO6cG5yL+b7RuZur54zW2fODW2RBfYV+tWazmWNo6wOHmFV/5nVSO7lyRInY0Qe20RY8iJ1nXxw0rCBxvAlRHEYKWbbWNdrmnu8jnjwVjFQw/4Yr71SaIwfQ9uhCxFfnGzuHivHT9DRT3uAiMxat6+O+x8iSndep5zwgBw/eKZ2hvYZFH23r0+d/88hC5/mHHnpI7r33XqmqqpIxY8bIzJkzvX/PE4sXL5bTTz9dDjnkEFm8eHGP1/daUvYXv/jFDnM83Hrrrd7IwM5izpw58rWvfS3pg0JE5KyzzpK1a9fKa6+9Jpdddpk8+eST8u6778opp5wi48ePlwceeEBmzJghDz300A6fkZeXJ9ddd51Eo25aQn8H/zjYVZQXJSeL21noB0VAMnxJhXYGrj1NAbsPpGTsKnwfwjsDXyKsgN1jG18Sz53B4N0wX+6rqPXQHXcGLbuhj8I48mN3jIGoQ91qZ8HFsYC9g2effVZ+/vOfy09/+lN5/fXX5fjjj5fzzz9f1q5du8P76urqZNq0aXLSSSf1+lm97t0333xzh7kovvnNbyY2VX9RPPnkk97fKioqpK6uLvH/3/rWt+Rb3/pWj2XyHsWll14ql1566a5VMiAgICAgICAgICCO/rhP+7//+7/l+9//vkyZMkVERO6880555ZVX5OGHH5abbrrJe5+ygLq7u3uVhkFkJz4qampqpLi42Pt7UVGRbNmypbfFDQgUZSH0GQ+7gTnkBWkRDJ0rNcK3cZb0AIb5SWMZ1hUL40bTDO2AtBOGaxn+5XkNqZLewHpysWeQlR/ClFcWj7A1RTsSoXhSDdpBw1K6yvZtcQVbGPr3UQlclCcRQyvp6jIRAvZhU0fP0R3tD0YI+Lw8bA7z0XP0mS1tbp10HvtW1jQsTBpcuxXSxkZHa9Oum2ajIWTSCkhhYwic4Wb6ltaVm5s/W2+od6QHkFIxotSUsTlOBWC4PA2JBRiq53ignXR82XVOpnWI2D5LihSvV3AlmlQjn969bqjkWGVgiWOHfk8alovy5tucG/UIPPjywCjYn6RZkPL0/xZ8kjieMTEmjjEceW5ogzVbDB2Tdd3qyKPhym0iYtsx3SNKoXa1qUFuKiXLo7iE1oO/8xnsc9KRMtNNBFZ9pbm1M3F9ZqM7bwfpbyybq7NKvYuCXtsOOhipPBzPzPnhGgO0dXe38Q9SjTim9JncfOsTaWDuj20N5notm1REjmHSCEnVIo1J30PsF7aF9aA9eA37XOlv9NnhpaY/+Y5h2RzHOpfRx1heeZE7BxRzzOj8QNuQYsV3TAf4RVmOfA2cTy3BAA/liYIdmgeI15LC1truzrPjorm2YS4ZNdhQx3y5kFxjtKGlI3GNT+TCR+m1o/8h4tEbtLW1yfvvvy9XXHGFdX7ChAnyzjvveO976KGHZPPmzXLNNdfIHXfc0evn9ZpDM3ToUHnvvfe8v7/77rtSVlbW6wcH7Bvgiy6gf8KVkCmgf8HH7Q/oPwj0p/6P8vA+6vfoKWHiQEdKSt/+2x41NTXS2dmZ9Pd5WVmZbN682dmGjz/+WG6//XZ54IEHJDU1eW/mjtDrj4rvfve78vjjj8szzzyT9NuCBQvkiSeekO9+97s79fCAgICAgICAgICAgD2H7fO2+XK5tba2yqWXXiq33HKLVFRU7Pxzeqv+VF9fL6eddposWbJExowZI4cddpikpKTIkiVLZOnSpTJmzBh5+eWXpbDQvfN8IKI9xaxMaXiPFB+G+7npmWE8ht2PzIutGP+jifQM8ztDj1SMYGhRn0P6A2lMDK9GLB1s0y6lX3DljfWIenJFMPSsKlMMv/tWW6mJTds0ghal4WT6OKkcDNEz7F3baNqrNArWmRriFm3KQ8tojodXGY6m8gVVg1o8OSvMtca+VVCToVoI6RIMX2uonc9j6Jd+RUpDiyNc77MB+4KTC32FdVKb+DTOsz3UFNZblUHysoyv0w8IUiRcNDFSRhguz/FsBCSV6KgDY1TOJWuS91qJ2Kps1IWncpr6O/1+xUZDBzvigCLcZyhDYysNjXTxJzHKKFfvhpYYuliXh8JY58lpU12fLDxBqhn7nzQQ+tPMef8QEZE7Lh3nvI82OHq0EdPgHLJyY4ymmZNlnsHcBATnKRdNc5tH2591JmWEvqB1oo1IHyG9kBvuSYXS55Aqw/wLvrmElE3eq35I2tfWRqrpGX8rxRzyIdSfhsWpafUeWihVABmpdKmQcVzwPuaKaLdoUVRATL6W9Th0hFE74vuS9dDnt3e4aZz0ddKAOO/pHEMKJu3L+tNmpGa61J8I2tFSBMR7m38fqE9S5YlzUzbGH9/91t8PcQoS84ewLenW2Df1d9EO2aY0jKMMT04eFzPXyikEX+E4Yls6HdRcn7IX+2Krx5/4PjqkvH9Gd//8cd+qP004wv4bvK2tTYYOHSqzZ8+Ws846K3H+Zz/7mSxZskReeukl6/rVq1fL0UcfbUUourq6pLu7W1JTU+Wpp57aYeLoXkcqCgoK5E9/+pNcc801IiLy0ksvyYsvvigiItdee60sWrRon/qgCAgICAgICAgICBioyMjIkLFjx8qrr75qnX/11Vdl/PjxSdcPGzZM3nrrLXnjjTcS/y655BIZPXq0vPHGGz3mdtupT72cnByZMWOGzJgxY2duCwgICAgICAgICAjYy7j88svlsssuk2OPPVbGjx8vDz/8sGzatEkuvvhiEYkllRYRuf/++yU9PV0OP/xw6/7S0lLJzMxMOu9C/4wf9YCioqId/j5p0iSZNWuWlfCuqqpKvvKVr8jVV19t7YL/5JNP5Otf/7rMmjVLzjnnHKschvo0BAfBA8lIM6FpXwjcStAUpzi0bzOhvdFDTYGbEAocWUb1EVMPDU8yVL9sXX3iuBLlMQRqK0rEwqBUw7ETXZkw6ZDiHSvicKP2oIZq84wS00et+aYtVLwgTaksd8csvKI8U0aGmHoMKjDhdU1M19pt2uVTwyrMhOpW1ISNW8qSN2OyvMwU8+wVW0x5uVkmVqwhaVK5RpUlq8mI2Ao7mjAs1q5YmJ+0jQNLzXBl4j1SQtjP6ntUyGLImpQM0tjYL6Q1lObG6lSTauzFUPwwhLVJCfoQCfQOjid/ok/T33g+K9NNl9E+zbEUdUy/sTxSr0i/UVuXFpj7SDn0Kc6QMqhhfCZCK7eSPZk6c1x+vskk4lKqAClPvtwkTBJIugHrqkj1UIqo+sIxTz9U2hOT433vawckjg8dacZcoyNRl4ixk62ABLoVxgBpU5zXtA2khpHiQRuQQlWQATpoc3JCQT6PNFL6CudOvXUl+o2+RzoQ7+NxsaWMlpHUFiYJ49jh2GVSuZo4hasINmf9qf7DMczxr3UijYj0ItLj2AekP+p7rxnPrkSiP7ab8y8pXkoZ9F07uM29QZ7vXE1it2Kj6SOWwSE1GgnvSNmkGp5RuoNKXaqxDcH5gW1QyhLpQKRnkebEd7Frsy3nKRc1S8QeD/QFHZecW11JN7evP98DLhohyyBod44vpRRy3qG/sTzSnDi287N3btNwXyDi6sA+xjnnnCO1tbVy5513SlVVlRx22GEyf/58GTVqlIiIrFu3brc9y/tRcfvtt0tKSor87Gc/k0gkIrfffnuPhaWkpMi111672yrnw7JlyxLHf/zjH+XKK6+0zmVlJU9C5eXlctddd8m0adPklFNOkTFjxkh7e7tMmzZNTjvttKQPioCAgICAgICAgICBjqlTp3pzzelWBh92hqHk/ai47bbbJCUlRa666irJyMiQ2267rcfC9tZHRXl5eeJY93HwnA9nn322LFy4UKZNmyaLFi2SO+64QzZt2iTPPffcHqtrQEBAQEBAQEBAwL4O70fF1q1bd/j/AxV33XWXfPnLX5Z/+7d/k4ULF8rcuXO9Sf0YLjRhS7fqipVoDqG77EyGwmLnGX6vRsiVYUGWx2NV6aEqDEOnDOGSCjMo3x1aTtQM8eE0SzXDTcVQ21jUlRI3LY2Uoc9r3BSD+rb0pHMMgXZ1G9vUmeJExJSX55C/JmWLNAWiJQsh2LbUpHpkRdqSfhcRiaSYZzeh77a1a9Iu87x2lEelJZ/KhVIWSFeIpLhVNRjatxN/xe5tR74g9i2pK+xH+iGVcjR5VZEnYRT9muo5DK9rQij+7lOnYQh/kCNMTloB65lp2UzMMf5HFbGozEJQcYgUwCxHgkrSH0jJyPSoqjDkr6pmVJ7heKaaF6kYPnqTjuNcqGuxLQJfaetwU+jUt0h5mv/G6sTxNecdYeo6xE0JUZoV+5BzDO3EOYZtUftZSR8d6kWss4jIZsOAkWjcZ33zGEHqB8eljlf6lS8JW01Dshrd9vVT+iMph1vqzH1kT5BK4UpiyPHX7qHFRDzUL+2jDI/SEsF+ZHlKnSKtp92T3JNzDMer2oZjhNRj2ppzJxUBleLD9jGpG21KX8jFefqnHpIuyDoxGSDnGI5X9Qsq/OVgDPvoT/QbtV+d5Y/meRwDbDtpqS66FOcS+q+dpNW0Rd/FrqShInafR1Pc84oetznmq+2vtRIEw+87U/n3VP+jGQX0oP70xBNPyOrVq3d0yYBDcXGx3HjjjbJgwQI599xz5dvf/nZfVykgICAgICAgICBgQGOHHxWXX365/PWvf91bddkr6Orqkscff1xycnLkvffek2g0Wdc9ICAgICAgICAgYGfQ3zJq723sUP3Jp0IykPGb3/xGPv74Y/nzn/8s5557rtxyyy1y6623Oq9liHBLnFbC0G9ji6FO+BLN2SHp2A++sD2PyVByJawibYMh8saWNpw3ZVA5RkOZDL9SeYi0I/oA1Vtq4zQrKk5s2EZlGdCSLJqKqZ9LhYUqIwyBMjTOaxhK3daaEn+GaYuPJtIUMX2bm2bqqiFuhrrXWUmsaGtzH8Pk6je0Yys4SKTQkK7kSvBGX2HomXQEUgJsla9YG+g/vI/0C1I7OjxUEVXsIUWiOWrsRMoI1XFYbyofKdhshvlJkYk6Eg2yLUyc5Auvs2ylVHAMsM70lSVrTDIjJjQ7bFRsPxd9k8nnIilG8Yu+Qv/dUBPzVV8iSo6dqCOxoYjI8g1G/U1pIKwH+9P2m8ShrEFyvqZ4MkKqPJHydOfTHyeOZ158jPM5n2+KKfowASD9g36aBXrL5m3Jizx8DZHytgpzWrqHFqUUP9qL93GOZ/2ZkFF9hBQ8ljEIyjyk9RHsX+0D2oD1ID2O8woVs/SYvsLySA0ifYhtVOptujXHGB+jmhfnKb7rWttj/cH5nu8mji/19Vj9+J6Klbce7yCCNrCTzhmbvb8i1hbagGOY7WbiQtaDY1TpXD56WUEOKMd1pt58R+pcR9/k8cZacx/nFdLRqh3jgfM9/abZQzktye9IekYxfGxrAynYbv/Vecjnb6Rbsr84TrRsJuNUSq2InRSW8zbnc85ZI4qMylhA/0Gvk9/tC/j000/lP//zP+WOO+6QMf8/e2ceZldR5v+3t9v7mqWzkoQACUkcxYgMm4CyOG4gCDIMigsKiHEGmQwiP8CZgM4QRUAZFgWVoCyKihpmUBCEoKPjhqNgBENC1k7SnU7Se/e9/fvj3vfWp3Kq0p0F+nbn/T5PHg6nz6lT9dZbde6p91vfd+5c+dKXviS33367/M///M9IV81gMBgMBoPBYBi1GPKjoqgQ4in7AQMDA3k52XPOOUdERN785jfL+9//frn00kulqyu8SmIwGAwGg8FgMAyFoqKiEf030ihqb2+PcpwaGxsllUpJcfHwAhpFRUWyYcOG/Va54eDhhx+WCy64QNrb273zmUxGmpqa5N5775V3vOMdcsMNN8hXvvIV+cUvfiHjx4/PX9fR0SHHHnusvPWtb03k4mC7+yQb7mSIliFGhop5PhROjCliMNQ6dZyjc2hSN+KvW5KJaXYF6RwMVWqInolp6Iy/e7EtfzwJ9KZahJuVLvX6ma6eXhI5KCq1dTs7NlWG61qxIxsm7alDYqIuF/rtrgonQBoKWq6IyGAvFFZSUIIqAs0m93zeV1Tq2p1BGa014/LH7CP1FSbpY7I6qo9QxYuh7Cn1OSpXxHYd/e5aPpsUNKXKxeh2BOeiUNJHEadQRMpbX0Tphf7GNmr4f3VLZ6KeIrskHUN5TPD4mplZSk07KB7TJzg/7PIoXq68FlA4lFZw8GQXQic1a16O2iQi8psXW/PHmrxPxNGYfrXSJX08HPfRHhzbtKmWQfUnKreUYg4irYDJ/tIBH+qJqEYx4RopBmlPTS47dqkORkoO6S1Xfu13+eOrz3tN/liTAJJiF6NtkJLFZG9KK+PfqZJDHyO9hQo8Wh7dnspDzaAlcVySKqfPJH1rJ2xD2gbrRL/mXKu0I5ZH5SmCzyH1S9tISlGMOsoxwPeRjl32LX1ifB1pWK5OpAwpbZLnqARF6hopthyv9FUFE0qSOsZ2hRIaUn2Lz+b8RuoS32lrNnfimrJE3WhfjhdSR0lvUluGqJu7XutRA8uSCd5I9WK76escAyUBhS7SVjmXkP5G/+W40/mG8xjHNul2tNMaSLFpolzOQQTpfUzeSAVE+uc7F7r3byHhqT/vHNHnv2nuyNLChsyovXDhQpk5c+arUJW9w+mnn574oBARaWlpERGRSZMmiYjIv/zLvwRzaNTU1Mizzz77ylbSYDAYDAaDwWAYwxgyUnHnnXfK2Wef/WrWaZ+QTqdl7dq1cvPNN8uPfvQj+cMf/iCVlZVD3xgAIxW6Asyv85i+MyMEXNHg6oGuUnCFh+VVogxu/pvYvil/vKVxsoj4qwdc/aiNrG5UFLvrdQW9udHZiJvyuHGPq4tcBdJVderDh/SpRXw7MbqjKxCsG7G9N6wRv7HNrZrqagptXl+eXAUbLjoHsu2lTYcDRig0asFNclwB4iZfbjamn2l7Qhu5RfwV/e5erlwlN9VxU3p7T3gDoR9pc+XpahkjD+tbnf374CuzJrmIE/tIN0O2tLtzXMXlaizH0RZsWOTmZV2F40rexH63UtRe6SIH9L3nsfl6+oTshmquZnLVj9cy9wjbqJEU9iE3lc4Y5/z3xc3OF7jCp/kwuGl6MCAAICIyZ5qLmDBiM2mIRSpGuDhvbAuszHMFlj7BFWdq2S/51v/lj7/wkYX5Y10pD63i7gr6GyMlev5wbB4ndnaHN6lyrtDzPVgRZYSA45JzSCpQb0a9OB44FidhTi0NRGAYMSFmNju/4vuB9dNHcpM7V3TZt6w/bcrIkUYXGDHjqnUljkORNhEXwaqBnxZHhDI4hul7Glkqi+SrYd/OGu+e86f1rt4aIYrl8vHyN2HueWG9i4ZqdIT+SDtyHuBcwWdqxHQA5zgnM2rETeL0SUaZSkuS8z8jWcPZAK22ZMQvFtWk3Sm2oX3OsRWr5wvr3VzMTew6Nv4Cm3d570VGJxHlg3++528nSCHCIhVjDOvWrZOjjjpK5syZI1/72tf2+oPilcSe/kgNQT8o9gWk5Owt9INirEE/KPYF+kGxL4jRlfYEfImOJVTuh3bpB8W+gNSsvQUT7I0l8MfG3oI/7PYWsQ/yPcFYVEMU8elKe4tYEsk9QVngR/OegpSzsYTQB8Wegh8Jewt+RO4t+LE9FlEA2xpGFGPuo2LGjBl56pPBYDAYDAaDwWB45THm6E/7E/1FbvVQw9BceWNoOpZHgdcoNaIVuRpIUWIYks9hSHp8fTYUyLDtWtAlGELkZjiGmHXxm4t3XMljaJ+hx5hOvoaK/XDzYPA+huVJ8dKwa3ck7MnnxfIu6HnSXLiazdWeiY5h4FGrdONbOh3WOGfYmzZlf2lYmPf1R7S2uTk0ZF/6EqkEMdocKSs7Axtt+Qy2hfWjLzMMrdQk9iH/zk2v7CO2UZvAAAzrxHaRCkW0dWTHA8P9pB1cSh0/AAAgAElEQVRx8yLH14sbXFh6QW6zN8cOw/mxDbKkK+kKL/uIz5jZXB28j1EJRjl0DHBsk1rDHA5lkfwl6lv0A9JsYtRMtl2pGNwgy42dpIm8/hC3WZJUycu/8hsREfnKP/5t/hz9iuOZ4zK0mkpf4fxGOgXLoz10HiI16K/oI1LY6Id9Xo4DdzwlJ6DB3CB+jqJw7hf6gooUsN3sI0bPmiK5MUJjkZQX+iztEVrJ9/O6uPMxChjrrWWzbqQ/TcW4ZF1DlFhSN9m3tD9t2h2JYCkVkv4YE6ugrVdtdH4Riu5yjozlBCF0XuCcRspvfzrsY6yr+iTnBI6R0CZ3EX/e0OfQ5qREkfLEOlGsQKnFtCnff6wf+4hULtpP/WLtFgp2uHrEhENI2Tt88r5HTV4JPL1yZOlPx88pYPrTtm3bXq16GEYp+MPDUJjgDxNDYYIvdkNhYgoU+QyFCe6tMhQm+KFpGHs4oJLfGQwGg8FgMBgMhv2P3dKfDnRQ/UlVUximjNGESLkI0XMYSmZo31P3wB8YCtYVTar4cFMxQ7tUcaKuvYYwY4lSGK7lfaRIbMlprZPmRBuwHgztMwTL8KmiOFIn0lG40T0UXuXfGTplWJY0AIb/VdmGK8fj0C4qeYyDgkZoQzXrwVBybPM1w96qztG0w+VA2N7g1C5YBCljpDpoG0hXYAia/uZRxhCGpmqVhvzpB0QbaH2MYLGMl3I0iYNBO6G2/Azw0ug3pLGpXWOa7xxfpNzQV3Qcs60sj2OHvkLVmieezSqxnfg3zflz9OmY1j79Rq+hTdmHvuY/VWSSlDKiA33rU3Lcc0hLo8227sjl8ICUlK8EE1aLCdFsPnLz/+TP/cNJs/LHMVU8UiDUb3kt/ZSgtn9NgFJKitKRhznKVkwlKUQJIl2Q/kHlnoGMu09zdezaBp1jJtS7eYW+STvyfUNan+aQ4LWxvuW7pDug9BOj9bCNLJtjUa+P5VsiQvlqRMIUHo5LKlZVeHRWqNflfCWWN4fjlnMx21UToFv61Bt3njkV+iNUWZ3DWUZ/hBLLcd6L63VuJG2K6I/Q9EJ5UWK0UJ6nH/J9qep7sY3aofeOiP/uUTswz5Gf9yKs6shnsu/mT913gYFXAs/8pWPoi15BHHtYzdAXvYIYVZGKZ599VpqamuS0005L/K2hoSH/b9q0aXLiiSfKD37wA++anTt3ynXXXSdHHXWUTJo0SQ499FB5+9vfLt/5znckkwm/rAwGg8FgMBgMBsPuMao+Ku655x758Ic/LM8//7ysXLky8fdbbrlFVq5cKT/96U9lwYIF8oEPfEB+9atfiYhIe3u7nHrqqfLNb35TFi1aJE888YT893//t/z93/+9LF26VNauXftqN8dgMBgMBoPBYBgTGDW7mrq7u+Xb3/62PPLII9Ld3S3Lli2T6667zrumvr5empubpbm5Wb74xS/Kd7/7Xfmv//oveeMb3yhLliyRNWvWyP/+7//K1KlT8/fMnj1b3vOe9wSfyeRgFalsGK+jJxzqjCWQ4bGGvUkTIl2CNIvtEWqKskNIeWLYcOt2FzYsjyRDCoUwSa0g5YkhXyamU9WfGROdegYpBgwPs36kaoSoKbQBbUMKGFV/Qgm6SA1imL0qQCMTESmDfVVDmzZnu8pQ/4aKoaJbrn3M+c5QNkP0DF8rXaK3qcHdiMcx7E0bhJRvdnQ5X2LfUxGnET7J0LOf4ChbV9IEmPCOPkZqx0CA6sJ2j69z/kYbUOGIdB71J/psRSQ5F6k661ud0pP6W0VqaEoGlY886l2tlsHEjOwLlBGh8KhNabvxoC5QhYx2Z14AKv1oeVTx6ehlwrNwckFCqUQcc7Q1xyXrVBagnZHy9M0nXsofv+7gRpTtnk1lrPKcXWk72pq0OvoYaVuqSpT2/u7oAaEEnCK+f6ovkHJKeg4TcnHeY/+H5lyOYZbB/iRFlfOoPj8zmBwX2WP3HLY9pJzH/BD0QyY2JFiGJhLkvM4y6GMx5SClBnLMkdLJdsXmy/5ACgbWg+OSinX8CVSH/cPqv6wzwXcMaZ98r2gbWX/6GOtHem8oISPLZf05R5JGyrHIxKEK0p/4ziDNkfXTObDdUx0M04ljiVSLizKJZ8TeY6RNsa5jNVfMWMKoiVQ8/PDDMn36dFmwYIG8973vlfvvv1/6+8PcTRGRsrIyKS0tlf7+fslkMvLQQw/J2Wef7X1QKCoqKqSiwlSMDAaDwWAwGAyGvcGo+ai455575NxzzxURkeOOO04qKyvlkUceCV7b29srS5culR07dsgJJ5wgra2t0t7eLocddtirWWWDwWAwGAwGwwGC4qKiEf030hgV9KdVq1bJL3/5S7nrrrtEJBsSPuecc2TZsmVy+umn56+76KKL5GMf+5h0d3dLXV2dLFmyRE455RTZvHnzXj2X9JaeTDY0x8Q+DN0xRFdV0o/7kqHspkpSqMJhSD/Ml3QUhuKJskiSolCyoZ6IGgTDntMbw9+dqgBCalBKoOZU5kK4DN0yTE5qjdab4X6GgX3liiTdQ8S1scgLxTMxGGhMEaUXDeOS8sL681pS0PoD6knlRc4eMdUMIiQKVd7miFM9UH9i6L+kOJmoScS1l/ai3wykw8nDGMpm6H5CdbaC69tdmJ39T1UY2oz+FEpQ6CvYQKHJS6bo2qXqSTuhusPQeV8kpB5KokUKY00ZaAUebc61hfSb3r4c9aM4TB+JUSKpMqTPpzoU21ocoXt4yjelyTHqUxBc/9MPY8ne8ufQLyyvItLPVI1TfyJVhpSn369yOZBeO8ud5zhPBfqISktU0iE4d+o45pzAOseoQRyLzj/DdDDOQYOD4USUITUmzkchdTMRkaI03wnJhIH0Jd7XH1FB8uqdny9JUYHqYGronwdaNH2Cz+Mc76k/VSZ9lipKfHaIFiriv4t1LmBf0Dbsf5ZBRa/uSCI5RYzaGHvPhhIUxmwTS5qoc49HfUuF6UCkI4WSSHp+FVGEI7yEswPJcRQD68S5TO9lWzKDYZvzPo4dvis4Hg2Fg1HxUXHPPfdIOp2WBQsW5M+p465bt06mTZsmIiL/9m//JieffLLU1tbKhAnuB9j48eOloaFB/vKXv7y6FTcYDAaDwWAwGA4AFDz9aWBgQO677z659tpr5emnn87/W7FihcyfP1+++c1v5q9tbm6Wgw8+2PugEMnmmzjzzDPl29/+tqxfvz7xjJ6eHunpSW5mMhgMBoPBYDAYhoOiopH9N9Io+EjFo48+Kq2trXLBBRdIU1OT97ezzjpL7rrrLlm8ePGQ5VxzzTWyYsUKOfnkk+Wqq66ShQsXSnl5ufzqV7+Sm266SR544AGZMWOGd48mvBNxahoMdXrqEwzRDSaTbIm4xC3boe7S0+coAzFKDsOFIfB5pSWuPNIGQvSQGCWH9AClfYn46k/5pEcIR6ZQHKlQFBGJ5H3Lh6oZRqftej01qXAyt1BSNNqA5RFUsNmaU8pg6JzhXCqlkErUA4oJaU8KUnUYVmb4fUdXko42OODuo/0HykCnQfiafadgWL8GfeSHqd0xVblqK0GbE1U7cvVgmL0HlACW4Yess6ANYtQa3keVKfXfXu95YZ9g20kxSGeS4XzS2QT+6ymB4Qa1dTfayv7ktTEVGaUebO90NiUVhgpMvpKKK4O+GkqsyGf39IWvpYqMno/NbxXwtxDNQsSNUZ964/5OytOzLzkq1PHzJ+L6Qe+/Ik4RateyWVeOB7VNjF5Celm/R8nDmKlMjinSR/oHwmpj9C22QfuU9ud4KfPmnsSjRcTNr33Frm4exTVyI98lajPajvXg+VBSQj6Tj+N7hWOYqkWcp7SMUiSbJR2Xym/0dSpw6RjtiyTyiylIxZIw6jH9g+C1pOly+GnZbGuMylVSGqZQqj+x3aySPze585xDOnP3xvyb78iq8rCd+gPvzopAEkQRn25L6DxJ/wlRN0V829BmGVN/KngU/EfFsmXL5Pjjj098UIiInHHGGfKZz3xGnnzyySHLaWhokJ/85Cdyyy23yM033ywvv/yy1NbWypw5c2Tx4sUyffr0V6D2BoPBYDAYDAbD2EfBf1Tcf//90b/NnDlT2tuzG1n1v7tDfX29XH311XL11Vfvt/oZDAaDwWAwGAwHOgr+o2IkwdCnUmqKImH0WIiTUGpEfTmpIa4M0nYYQg7JhJHyxPtSngKICxuzCG1WTPmEiYd4vsLlucsnEpvV7BJJVfa7fSkZ7FFpaHKUhlYkeRqHhGsaEiV9ZBOSsMUSChIa4q4qD4fAvTKGUM9iAJehc9qxdzBM1eorzvYNI7XNju3hUcNebnP2YP3U7H0Tx+fPUUlsIB2mS3iKIrmOpr8R9GVSqxrQB6S3KNWNVBiGyHktQ/Eera8/SVMgRSIT4cfxtNab449+n4qE1D1aX348h/8eU8zZk1A8k4eRIkGqk1IdqP5EOgKThJFWwPpRdemgpqxNSkvc2NrcHlZjod1pB6VJ0OakTmxGMi2Of9L3tHqkzTCxHWlppDw9/Sen1PemBdnzpORMn+AylFEJiqBtdB7lPEZ6CalNsXk7/5w60HpQf5bNuYL147ymtqT/xmggBG3WOZDtX1KKyjO7V//ZtYxQslDOlx3doO52hv1Q/SZVGrYv32NUm/NoSpnBxH2x5G20GY/zifwiVMA2JIbj8SFTXKLEVRs78sfjc8k7YwluOfZ5nuNc+6Y/oKy2K2L0XqUpsc60HWlOnM85b+QTqZKqDDvxPJPwVVC9LEfx834PlOEdhDpzLuFcp/RYjk/+1uA7gzZlGcOx5UijqBA2NowgCn6jtsFgMBgMBoPBYChsWKRiN2C+Ca6y6Gq7v6qT1OIXEZlcxy/47PFftwzkV4PTmfBmSKIihc1pXdlVm0rpkU0l1Ylr+VVPhDapigwGVyW5msU6pUrd6qeu4LywYaccmlvtaSl19aloqssfc/WZG7uLAxvjurDCxlU/rlBwtZWb+LgCois4qdLwxrMYfM327H+5GsiVNy5I8DgfiShym3/ZL1wR5eo4VzbHVblGtvdoDg+ukgvu48Y+d42uwvZISd4OXPXlSjr19bfucCuDvhZ89jlcReKKWJkX0QlvKlas2tghU8ZV5p7tztP36Dc8po/oyiRXZmsiGwXpy+wv9TP6GPuopd3Zg8/RVfgXN+zMt2UzruWYY7tCmvkb27qDuV8Y2eNK7qTGSjzHldfaVZS71t0X28jNFVGWPaG+It9W9feYlj39iX6o982dXicvbtiZLQPzZQqroIwEaXRCROSpP7qoxcJDsnvqOIYZZeBcwY3zen1JcVF+rmBkh2B+Fk+AINd3/7c2LQdPzkZmNm/vzP89lj+Etg5tDuf7w9vIjfMUeOA4aduZzAlSUuzq0RGZR2O5kEKrq6w/n83VbI7Lplzkmc8YiOQYYNnq46UlRfm5lvb3WQCIqDNyg+sbctECXhtrK+3Izch6b3tHONcQzbVpm4uo0z85NuhbCtqR78VxEHLRdnX2DMi4uopc3cKb3zn/cjz7OR8yibp197kyGIViRIRzY3FgEzv7iPalbXQeenHDzrwtN21z8+XUcW5OY7sYFfIj2SkxFB4sUrGH4Et+b0F6yd4i9EGxp9gfocRDET4uFPClvLcYxvfHkPDVhPYO+kGxL4jRgUYSU/AC2VsMhzIyFIZSVhsO9kdb9ofP7m8MJ2HjUNAPin2BflDsCzoidKA9gX5QFBKGs1AyFPYHXaMJVNa9BX9I7i0aagrvh2bog2JPoR8U+4KQgtOeIqaGtSfYH/OKoXBReL82DAaDwWAwGAwGw6iC0Z+GCQ27MYxN+Ks9LkS3pTO54ZOro+0RWgypEx49pCq7YjHYE95kzVAhw+ukqehzUpENvts7wxu6fN3vbP1eaumQ2ZNrc2WEbcOwd2wjnaIoSNPyV0hCOukEV7xYXuUwVuQ0ehPLo8CwcZ2n+Q56TlF2JWYwspGX1I91W7vyx6TtaJSjocK1pa2bm0DDmxqpP6526ulL59sToyAQjGAxBK5lMNQdozp0Rzayqu+RJtRYy7wu4TIGMslVNvYzbUe789mhdnGDqTf+0P/0a27E3JgTEqCPcbwwbwfPk6qh7d3Z7ahGpC4wTwXpDRyv3kb3wWSdPTumw2O7vpobybNzBVcU+9NhKgzbwrGh/ZGOUNhi1BSWoRGK37zYlj83dbzbqE3KSJrjD36hEYp0Okx/8QQq+kgNxGbYXB9sbOuW6ROqE23hnEtKoSfeEIgKr9vqKFRNNW6lPzYueT5UXkxoIJMJ21rfQzxHn00PcZ9IeNWZ1/r+EabqDBbpfRK8lvYtjow1rWvrjt48hYf9WVaafA/v+pxQTg3aozIdpsexLb6oR/bevoHwHJmJzE2k7+klsQBBzGacNzpzFLqeiH/HqG1sl86/g9D8YHn8HVMRibrqe6q7L52njrJdsRwpA+nwe69QsT9YDqMZoyJSsWHDBvnHf/xHmTdvnkyYMEEOP/xw+cQnPpHPjp3JZOTv/u7v5Nxzz/Xu6+rqkje84Q3yyU9+UlpaWmT27Nly8803J8r/6Ec/Kscee6z09YW5toY49IPCULjYHxQJwysLowQUPvSDwlC4iCVeMxQOqAhnGHso+I+K1atXy0knnSTPP/+83HbbbfLb3/5W7rjjDvnzn/8sb37zm2XNmjVSXFwst912mzz99NOybNmy/L3XXnutDAwMyJIlS6S5uVluvPFG+exnPyvPPfdc/pof/ehH8vDDD8udd94pqVTh8TENBoPBYDAYDIZCR8F/Mi5evFiKi4vl+9//vlRVZUPf06dPl+9///uycOFCWbx4sTz44IMyc+ZMWbJkiXz605+WE044QV566SW5++675Uc/+pFUV2dXmE4//XRZvny5XHLJJfLYY4/Jjh075JOf/KR8+tOflvnz5++2Hhqai1GK6qrCVBgRF8ZTpQlSKBjCZViWZTOsOaU+uym0oQK68U5eO1hnEZFaKKWo5nUDKA/pTDiXAVdQSctIlZYknuGrmbgytmJzO0O+PV54OhmKJ02BtB4qcpAKpZQVhqD5PGp9+/rp7hql5ZApRWrIYESfPKSNzxBuKA+AiEgzVHwoAqCh+GqM0Bgly9dPd9driJ7+xnr4IWbWNaxgouoc9APWiX1EUGGlNmebQ6c6dbCNbY4CxvJoJ/pqaMMh72P9YvkwJjdV5urmbM7NphuRI2Vms1uh5oZqpa5Ra52UC67IsY/GQ91F3Ym2Y3+xXWwLaXP0ZaUHUDWIY4S0qJ4+ZyfWVZ/Jcct5iqvBTaCuTah37Vq7pStRZ18tD/kVcJ55KLQepDz94H/W5Y+pFMV+8RSHcnb31e3wbE/VKjyHqx/GKIc+ZS+pTJa9xtlhW248jIe9aBuOFy8vTsRHFF2x/ELoc58aqvkLwjS9rh7XXvoQy9Z+5GZkzh/sf7aF7VV6E8tl+0g14jUcA6qYxDmU88SkRrfJvgWKQ7FVc+1ztpu0pBhFjc/X/u3x6IdhGmEj5h6OebUrqW2pyIbrbfAb9rm+LzmHss/5PPYLz/d0pBP157uB71z215RxzCvTn7vWlcvoH+cxtpdj1PJUFD4KOlKxbds2eeyxx+TCCy/Mf1Aoqqqq5MMf/rD85Cc/yWfT/tCHPiRHHnmkXHTRRXLppZfKpZdeKkcffbR339KlS6W1tVWWLl0ql19+ucyePVsWLVr0qrXJYDAYDAaDwWAYayjoSMVf//pXGRwclMMOOyz49zlz5sjg4KD89a9/lYULF4qIyI033ihHHHGEzJo1S6666qrEPfX19XLrrbfKmWeeKZWVlbJixQopLi7obyuDwWAwGAwGg6GgUdAfFYpYOEmpKPz7vffeK5WVlbJhwwZZvXq1zJkzJ3HfCSecIEceeaQcfvjhMnPmzOhz+5BcpbwsG7rzKCik3qCKXqgS4eRQKJOUDIZ8SX8aamMTn9GLMCTrypCkJrdiWNFXnHHPYzi0unQA12fPV6CMfNI3Eekrcm3x9gnjfzxFn1zRTPwTUxAi5YIYiCQPVJC6RAoHy1blG4amWX9+gJLuQfumcjbxQud9MZqYexApBPrM8tZt+XP14xrzx+VlYcUkPlPD7qRhlHn+GPar6gpX155AH9B/05n+4LX0vXrkZVnTkrUvaWkMy/tlh1Vk9BpfTYbqYOFFAp7Xe9kX9eWg2OF8/0CYGqbHDPGHVHl2fY6X4C/X/wz903a+6lmYBsD+V9WlmMIRfSwzSCpUUnlFKWK7Pnt1i+NbVkTsVBlK9oU5hmpSbC9pUZrcjipPseR4x89356tADVWKBm1QV5XCcdjutJPSwJiQcmsgKeSuiG0aLs8lM+X4q0U9YroKpK7pOI75PcdXzPe0DN8n3POGk9dAFYL4jPLIPBDP11CU+3uY8sK5mO8MpeCKOB/xqZ5hWk99ZL4hKmqz1/dH6Fscc2u3OBUvznWh/ED0t1giylDCVlIzmVCOZfC9TTW82tzcyTo3N7i8F55PBBSfWDZ9k3Zkf9Hu/aBZ6flYwlfaNzYGfNrZgU0zKlQU9BL97NmzpaioSP785z8H//6Xv/xFioqKZNasWSIi8tvf/lZuuukm+cY3viEnnniifOxjH5N0OszzLikpkdLSUfFNZTAYDAaDwWAocBQVjey/kUZBf1Q0NjbKW97yFrnrrrukq6vL+1tXV5d89atflVNOOUUaGxulp6dHLr74YjnvvPPklFNOkZtvvllWrVoVlJA1GAwGg8FgMBgM+w8Fv1S/dOlSOfXUU+WMM86Qq666SmbPni0vvfSSXHfddTI4OCg33HCDiIj867/+q/T09Mj1118vIiLNzc3y+c9/Xi655BJ561vfKvPmzdvjZ5POo6G2WEIzgiFffjnqeYbwqMLAY4aCGRpV7OhjKDlcHsOQDD1rExh6rPbC+eGEVoODdJeBRFtIF6PtWDajl1RE0TrFFFP6SZtCGDekDBGiuYj4NmW/hNRxmHCJoWSGw0nJIY2tOqAM4ic9cjYlvSWU3KoXlKftvQj3D7hn0ydZPy2vLKLcw/rHEpARlbkIfKWXBNFd21BDSlY4kaPalX+n7ag4VDpEwkP2M302Fjr3k5Elr93R5ygGO7udQkwsqdi2nHIU1Z9YJ47FvojfKE2F9adPU3GGlCL6ShmGpdI8lMa367NLvHEUTs6m7Y35Zkz5iG3Q51CFZiCimDMQodmoLZm4jr5HytPTf3JUqDOOnp4/Dq3c0dc9uk9/uI9IDQuBY479Twor1fe0PR7lNJWkNmXLC/fX4KAmEiMdKNxHHF/0LR3nofeLiIjHTk2H6XbFxdnzpN74yS6HTuSnderscfaq9Kig4fqF1LiKi6F01RNWqSM4RvmuUFW4WDJL/gwgTazLG69JmmYmQ5UyJK3MhOc6fU5Le3finIg/vlo63TWst0v0iSRyEf+O/QbRMjwFL++3hjtfHDnuy11P9cb+gMqaiG9rttGn5MXodIaRREFHKkREZs2aJU888YTMnTtXLr74Ynnd614nH/nIR+Swww6Tn/70pzJz5kx55pln5M4775Rbb71VamtdMrazzjpL3va2t8nHPvYxGcCPMIPBYDAYDAaDwbD/UPCRChGRadOmyS233BL9+7HHHiutra3Bv339618Pnl++fPn+qJrBYDAYDAaDwXDAY1R8VBQCVPljTWs4uRHpAzG6gYbGQ4o6IrsqPOwIltGTydJXUqQ8FLsw77qtrmyWx7CsKlBQtYTqI5lAaDpb/6RCBUP8TNpEygjDvwxxhqhQqzbuzJ+jfRm63bLdUVOoiKKUj8oA1Sv7DCapcvYgfUXDqz2gFcSSF01qdAoaPf3J/ud9G1rdniD2+VQoB23Z7qg/+pyiIteH2ztdu+kTpAzVBNSTqIjCPmeiJp8u4epN+ypdg7QDUhPoH6TeURGlNqBORB/j80hBIRVH60dfYh+WBdRTRHy7q3IJ/57yaCfhMvhMVfliufw71VG2dzqbMcGbJokjVaOmwvlVb3GSzibi24n0APUzn6KSP/TG6yFTXFRXkz6KuDFTl3J+wASbtE13ROmnsydb7xrQfg6e5J5HClKqLGxrpX5x/mC7qPJEytP3f7E2f/yGQ8eJiK92QzoQ6Rkl6H+n5+PmsvaesPpWTG0splKntBiOF7axYpC0DiauS45LlkEKEulvsTlc6x1LLsf3WI1HYR1MHJO+xeOuSMK4ihSoODnaHJWROHeSVkm7c27X6SRG3/GTHDqwjFRAGY/JMTnO+O7iWAwlAB1Xm0wKKeLbowZZTv2xm20Y59l+8NKo0OQpFqK5SomMKcbRf6nEx7GtfcSxyv4aDrQeXnLEfqgmVlIBLayANzgKCCcxut6BgoKnPxkMBoPBYDAYDIbChn1UGAwGg8FgMBgMhn2C0Z+Gic6BrKkqXSTTozQwzM/QIikQSj0IhbFF/NB/JpIYR8tmSFDrtiv8BEKuPKWxMExNZCIKVyElj4mgFcSu9dRuUATVTzT0zOR3XigelAWGXamOo+HVMk+BJ6ws4yUuRGhf6zpQEk4eFVOCoS217xh+jyVZIlXLS6yYswfbyvA8bUd6E22mh54/oh5eYkOcb2l3/dXdR/Wscq9uIj6FivQA+lvvACkV6cTfY/SRGBVDzcT7qsrDScwYwqcf6r1M3iiVtIFTUpnVXOOeXUzaVknieZ7qUsT3OP5DykexRFgcl6RZ0EdC1DvPJ3BMGhvnCr23tYuJFAeC9zWA2iaeas1goh5Mmse2sI2hZHRUqulFebQjGQdKeRIR+fUL2b12r53lVNRialP0SU+1Jjd+PJobyiiLKH7F1J3UR9hWn0ITpoiyftremEoVx2h7J+mKrjy1H+3BerBfSLMZCCQuJE0opAKWbRfVk2jr7DV9EWos28U6eYnf8qpnrq1FXlvDKlrsI9++mUCdOI4keJ7Q53R0u/pzbDpDQ24AACAASURBVPf2kzYZTgapZbCtbBfnGP++5DiPzbOeemBkbGjCxl7Qgul7ZZF+YT/q+XQm+c7etf4h1cxsGwqfWnSAs58sUmEwGAwGg8FgMBj2DRapGCb4Va6IrVBQk9yPOGS/4foGMt5KuYKrJlUV7gueq/E1ZeGdSrqBm6sE3JTJTdsD6exzBgfdxqve/nR+dcPbGN4X3vimq06b29Peed2cWFLs6sFV8HJPa52rL0W5cjP5FTyubMU087kJmKvSWgZXM5mrI9QWtremojRvD0abSkvCuT24+YyrL7o5bmZzjbeaF2oLN3aOz0VsevrSUl+erVN5udsw6+X+yHDV15XNjZv5+qQH86t9XJ1meZUpRt2SK2GZzGB+ZSq0kVtEpCKVtCnb+5f1O2RWbuPuQJorea5OXPEJraamM4P58vh3rprFcokwQqG+ta2jLx/1oQ3Snn2T4gEr1+2QGbloxozmGlm/Nbf5GptvY23R9tZWFuevb2nvyZftjUWOh6LwCjCjVtofoRVdEb9fuCKr9t2yvTcvRtAfWJ0W8VciOaelcmXMaK6RtVs6E/Xwde3DY5vjWXM7lJYU5+vKawluymaE4tmXtuX/u+T9r9tt/YkS+Mf0CdUiIjLvoAZ5Yf2OXFvCdsxkkvMbsaOrPz+3MILAPipP8T2QjABUV5TmIwMD8G8/Gh6OcHq5dXLjn75EP01h5y9Xx3Xs9PZn8vNXU20qH8HkwjcjOrQTIzbeOzA3f7GfOQYyAV9JlRXnNyz3DwxKWWkyNxTBbgnNZalS52+lsEH/oKv/TkRHOOf6fZS9hu8GCptUlrv6+XmHssct23ryUXz2USwC3uMJKBTnynVlb9vZK4253wSMThT1J6ONIhx/RfnfPZu2dcuE+uxYq4hESULveBH/XazRJdqG87YfrQ0211BAGFWRimeffVaamprktNNOy5/bvHmzjB8/Xh544IHgPddcc43Mnz9fvv71r8u0adNk9erV3t83b94ss2fPlptuuumVrLqH2Mtrb6EfFHsKKjnEkhQNhdAHxb5gTxUlXqky9tYeBNU2Qh8Uw4F+UIj4Cjx7C07Qe4uy/VDGLCgB7S1iPxT2BPxY5Q/yPcEM0KP0g2JPwQ+Q/dFH/HG2t6C62d5CPyj2BUx+xx+jewL9oBCR/AfFnkI/KEQk/0GxL+Bixd6CVKO9ReyH6Z6Acz8pkXuC0AfFnoLrfPpBsS/YW38jqLi3tyAteG/BH/iNtXtXHhdS9YNiTxH6oDCMHYyqj4p77rlHPvzhD8vzzz8vK1euFBGRiRMnymmnnSbLli1LXD8wMCAPPPCAnHfeefKBD3xAjjvuOLnkkkskA0LkZZddJoceeqh84hOfeNXaYTAYDAaDwWAwjCUUtbe3j4qAUnd3t8yZM0ceeeQRuf3226WhoUGuu+46ERF59NFH5dxzz5Xf/e53MnPmzPw9y5cvl/PPP19+//vfy4wZM2Tz5s1y9NFHyz/90z/JokWL5P7775d//ud/lhUrVnj3KfqLqG2e3KDLVRHqvHP1k5g2vipxLUPMXBVhCJw0AKXFMDx4UJO79oUWbMpDPUj30LwGsRV95kuIbRplyHT25OyqM1cdJtSHc2Swjdzwqe1iiDREExHx2x7Kh8EyuDpTHtlIzOs1bEzbcKWJq4tbkS+DbVRddbaPkQ+G3OlDtPX6XL4BUkOoId6KyAcpYAzRMxKlUZOKVHiViBQJ+hvrp+3h5nxeO6mxMn/MVX+uVusKWTuoebQHxwZpNlwV27StO/GMZjy7C/5BP93Y5jZfaxtIQRhOpIKrqZpvgn37mxdcEs7XHuyoN+3YwM3cJHy+buCtgV4768T8LFwxLIvk1FAwosMyqivcc9gH6iux+YEbrg+dWpc/5tj4w6psZODY+RPy57iC7VEiIxQ6tQfHJ4UD6qrc8zxhANBzdA7h/HH1Pb/PHy+9cGH+mBFkUkc7EA1QYQX6Ke3Euu5EW+bPqM8fr2/N+iHH7UubnE11PhXx+47jaHJT1t9jIhicO4sj9lNqDam2jArRD2NRQXU3ziUdyLnCOYHjbzzeD0qnok8wrw/zVJDWUxERGlE/3BmherG9HDuMwOq9sefx3doX8DcRl/upZZtrN/2Qfk8MBmjVnMdidMxY/2txnBvYFr53OC+nApv2KUTBMiY3uTmNv5V4DceJzjEcZ+MRjSn2xC+QTwvU8jmT9p2R8Erg2bU9Q1/0CuK10/c9wrwvGDWRiocfflimT58uCxYskPe+971y//33S39/1tlOPvlkmTx5stx7773ePcuWLZMTTjhBZsyYISLZqMYXv/hFuf766+XJJ5+UK664Qq6//vrgB4VheOAL0FCY6N8PIXzDKwu+rA2FCSq1GQoT+4NSZnhlYe+jsY1R81Fxzz33yLnnnisiIscdd5xUVlbKI488IiIiJSUlct5558l9992Xpza1tLTIY489Ju9///u9ct71rnfJ6aefLmeeeaYcddRRcsEFF7y6DTEYDAaDwWAwGMYYRgX9adWqVXLkkUfKH//4R5k8ebKIiCxZskSeffZZ+c53viMiIqtXr5YjjjhCvv3tb8vJJ58sN910k9xyyy3y/PPPS3l5eaK817/+9fKTn/xEjjzyyOhz124DxSAX/mPoMaZawbA2aTG6mY3hPIZXSUGZ6PZ+Slt3UgedYc9YGHUTwq4MfSoFias6sZVS0rBCYldU4yBFhTSnnd4GPKjPBNRHGOKf0uRC50URtRu2S0OpMRoLyyA1qThAs2FYNkbb0JwLIiIT0Xalw3RH+pYhcIabuRKqfsY+ovoLQ91kvNAPVfErZCMRP5RMdR+uJLG/yvIh8DBtin7IvC3bdibbSDtu2hamktAneV4pH2wrfY90NdqaZahfs49oR45ztou0ArUZbURfT0VoPUqDFHHUiNhmWdaflBBSUygCoHVlv1D5jXQZ+gIpbTo2YptDOR441qh88/Lmzlw93TluvqV9SZGgfZV2xGv5d/ZnbDyE/s6+WPzV3+SP33PcQXhOsn6nvn5y/lxLe5jiMBlz1totrr9Cfs2xPRzqK+d8tXtXQBFKJKxWKOKPc/U5zisxRTvSvThvaP04Z/gUnzA9h/Oe9i+vZZ/H5i/606xJ2RdmKB+TiG8P+lttZZjmqu/lmHogy45Rw5TOQ+oSc954vwPwTqP9SnNtb40IfZBeFquT0ptYLql+pH3RZ+mHOo77PPER1xcccxQ0CI3X0kheFyI2nukLdal9Fyl4JXCg059GhaTsPffcI+l0WhYsWJA/p5PHunXrZNq0aTJz5kw5/vjj5d5775WTTz5Z7r33XjnnnHMSHxQi2ciGiEhp6ahovsFgMBgMBoOhwFF8gGe/K3j608DAgNx3331y7bXXytNPP53/t2LFCpk/f75885vfzF/7/ve/Xx555BH54Q9/KC+++GKC+mQwGAwGg8FgMBj2Pwp+qf7RRx+V1tZWueCCC6Spqcn721lnnSV33XWXLF68WIqLi+Wd73ynLF68WBYtWiQLFy6UefPm7dOzSUfRUHARwnmxsD3BsGtNLrTsKUQglMywoIi7jyFdDdcyCd72XiSDQ14DUhoYntY6MQTqq8yE6T4MBSuo2FASUZvqxHlSjRjOV9swpF1LekMgnLtrGRqKZziXNu2LJA1imF/bwH6h/WlTgvXQMDTrEaO3hNR6CPYLbRpKpiXiU1A03OwrXUni77uC2vf03/pq9d9wciNSXWKJ1WrziQ3DY4DUGmrfMxyu445l+OF+JLZDe0nz0GeSBkdKUYzyxOdo22mPkpLwOg3twWPtr9g48xJQBZ69a73LAlSHvgidbRvynoSodex7+iHbSzpNBtdrG9mHsbZwbqKtta6kAHEdjGOnH75QgnGnz/ToHjgm5ek7K17OH7/9yKnuibnnNFRASSzib6wT56lQokleG5sGGqqTtD8Rp+yWzrj+JBWK8BJzliXtkClL0i6z97kyYu+p4qKsTfoj70WOWy/xokerHUyUwfmU/suxQxqhKr7xnRFSGxIRqUB7SfEL5clgGXw25zquTGcCqoJUmOJ44fthgP7ERHJ5aliY4sw+8imbu89B1e+dY+JLdx8pWVWB91coMapIPOeOvlcaI2peXiJK2gY2ZVvqbE9+QaLgIxXLli2T448/PvFBISJyxhlnyNq1a+XJJ58UEZHy8nI5++yzpb293aIUBoPBYDAYDAbDq4SCj1Tcf//90b/NnDlT2tvbvXM33HCD3HDDDbstc8aMGYn7DAaDwWAwGAwGw96h4D8qRhIMOapKARWQmPyM4bouqDowrK1lMIRHqgnDhlRQ6Op1lBAN0Q4ghMiERh3dVL9w91GVRJUk+iJ60VTmoMIRk69pqJJlkFYQUxPqgT2YVEpD4Azxsx5+eDWsGKH30o5NNeHwNsPUDOeHkmXxPlJNeqkcFKA9kLbB0HRMZYi21ND5uq1OjYP2jSlo0H56fcx2TNrEcH4aYW0qMCkFrc9TenFlF8HveQ37oz6dtR/bTRUUtoVjg9Q1LTtGw2pHeRWpMA1AlXe2eb4eDueTkhdS22FfcE4Y7ymCubLZRg3/k4ZF+khMCYhUkQyGsdIN6N8xlaTN7U4drrzMzTdaJ1IXvGRwSG5GMEmZ2jJmU9YjpgCjvtzn0aPcjaRy0e+dflyYVsTxzPJIeVr+v+vzx29dOEVERF5uc/WkPajiRCUzquOQJqrnYwknfaqZu0aT5ok46h9tR5oT7RFKbCjiEkbS9wj6IcsLvRe7Ma+E6DYi/jhieaG5n77EsulD65kgTxPeoS20B/uc/TLgzUN9iev5Xmf9Y+OVvw8GyrL/Q/U7lsd5j/NoKOEeFd6YtJLzChNsMgmq0rg7tzv7cs7iHMl3co+njFeUOLcz8j7leCBFtSKguNfRk5xPE8/mu9Ub0IW5Ido2ahsMBoPBYDAYDAbDPsA+KgwGg8FgMBgMBsM+wehPuwFDyxq685PohNVuGA4tKS5NnCeFpjui2EG1Iz8Em8ux4SUYcvcxHMr7mGhuXC4ZFsPDMRWf8ogyiLaXFA9SVEhNGBwGhUPDpKQEUMkoZl9C+4vt6vaUdtx9pHYQ/YHQPaOZtBPr31iZwvnBRJ1JXUrBb2IKGkohoOoGnx1TmQkpr2TQJtJpfD+FAlYJKSZJ/x2IqLTEqBiEKotR1YZ9HlOwIV1GQ+0xn2A4P1XKRFdJlR5Wk7QT73meIo67YWtOqYqJ9+izpJqQmnDIlNr8cUuOLuMpXUXHPsdlmJ6nPk7aQYzKx/J4vdKNyDSIUUkOAk0zRCMkHYT91Ruh3oXoFxy3tOlWKIWxbC9BZc736d98Bv2GNAulPImI/PdvNoiIyAdOnZ0/x+R39FlfdSc8tnUepU1j8xHnXPpnXuXIMYA8X+5E/i32c08RqCcB2hOv5byy3kvSmfTDFNpNWgzt2wVFw1ByO/oEaUykaVIdjhRh7X/SfEn15HuWdYqd1+rFaIv0FSYGbMQ4HuhN0ovpK2WlpPuEn6M+Qiowjyc3OQWsylR47gklQmTfkipFWl8NxpH2l0e7HAy/J0iZ7h9IUlTHwUYxf4v9NvFRmHmbD3D2k0UqDAaDwWAwGAwGw77BPioMBoPBYDAYDAbDPqGovb29MGNIu8Ell1wi9913n4iIlJaWSkNDg8ydO1dOP/10+cAHPiBlZdnQ8Nvf/naZN2+eLF26VEREtm7dKp/73Ofkxz/+sbS0tEh9fb0cfvjhctlll8lJJ52UeE5x8e6/uda3MxTozlNFoqnWqX5Mqc/GxV7c7EK7U8a58CVDuwz5MSzM8LqCFAmG9sdFEtP94aVtIiIy76D6/DmGPUkf2LTNKY4QmoSPCYhiCchiyjyVgQRIRArUK4ZGGV5niHt6Y/aZXWlHrRkMJCPa9XxIdYKJrlq7ksnxRET+sn5n/phtn1CftXtIJSV7HO5PJh1UtZgdESrBxjbHe6irCiuBNTdkqQBe0inUgyoopN/E1FvUZrFEbdMnOF/wqT+uDbMnZO/djMRrtB3rxLZ7ia5yFAIq6tDWpCaQkkdlHk3mRR/789rt+WOWXRGhjGnonhS7NS2uYa89uDF/zLE9AQkU1+fUvV7e4jSLDpns6FEEn0NfJtVQFWVof9KHNra58UybkpKpdt8AdR3al8+jPWgzVe6iX1WXhqltMXQOZO3LuYSUnXFVYT9t73HXq2+xfX9a4+TED55Ukz/mmKfS06Qcpebczz2dP/eFjyzMH/tUVHfMPp8KWysdJUYH4/iqB03wxQ1uvtEy2Ed815COtBGqUTOaXXt1DHD8hfybzxPx52KdKzjvjEM9+G5a3eJ8nH6h45nzGNWODptalz/mPMp31pxJ2Xt/85KzB9/DpCWREslkpi1412mfchz1e4kZnW34nl231bVRFanYt17CQ4/u6q7hq1D7xqO4MjEn1QOpKofj8XXZNrIv6De1GBuk4ZHip+8Q1pl9QcUn2oy+rPMGFQ1p/x4vyaUD3wm8fmp96OqRx3Mb+oa+6BXEvCkjmxVw1O6pOPHEE+WOO+6QdDotW7dulaeeeko+97nPyQMPPCAPP/ywVFdXJ+553/veJ93d3fLlL39ZZs2aJVu3bpVnnnlG2traRqAFBoPBYDAYDAbD2MCojVS0tbXJAw884J1/7rnn5IQTTpDLLrtMPv3pT3uRivb2dpk5c6Z8//vflxNPPHFYz2nt5iZP9/3FjVmh1W+ufnLTpUYqRERWbnJfs1x56Ahsqopt4iS4quBWUF1Z1LLnqkhsY5tGKLiizxUerpzMn9GQP+ZqaleuLdxszNVnrmhwtYf14yq7rn56mysjeS+Ki8Mrubri6q38FLs6cQWdq7Ost66+cKUsE1ntY/1oG13548oxV7FojzKshHLVWVcJYzblKidXU0O5Fhid4ApU7D6uQLHtej62OTiWk4Da3noNV5cJrlar1r6IixCJuFUv5jigrj1zNxRHNiHrqhj15Jnb4VCsoPI+rrjp6jH7tgVleBEFbLRkP6tOP58xzovSOFtzhZdjYCoiomoHjmeWwfpzDPCa1bmIDFfguXrLldCZWB3nJl+dWziHMvfLZuT8iG1epx8qYqvLHEdcLZ2Vi1bwGRzbfB6jMZd/5Tf540XvmpNrk6sHx9ShU130iRGznV4OHEYokquNW2APgu0KzfkMuHPjLEF/45yvPsRnxEQYuOmZm3j1vdKFd9vkcW7ctsAeHJecb/T8VkRzZyHKxDFKG7DeqUCUnxudX1i/I39MX+amcW4O39HVl3i2t+qP53GzOc9rNCXkxyL+WOyLzBU6LikGwTmN7yMvxxDmB60T65nxovlhH6OdtA2MmHn5Y3r4DnV2YtRd58lxdS4iwY3pdL1T/8b97igkPL8xnPfl1cLhk8PvzVcLY2pPxbx58+Qtb3mL/PCHP0z8raamRmpqauSRRx6Rnp7w5DwcDPVBMRzsyQfFcBD6oBgOhvqgGA6G+qDYUwz1QTEcDPVBMRwM9UExrHoM8UExHAz1QTEcDPVBsacY6oNiTxH6oBgOhvqg2NNnhz4ohoOhPiiGg6E+KPYUQ31QDAdDfVAMB0N9UAwHe/JBEcNQHxTDwVAfFHuKPfmgiGGoD4rhYKgPiuFgqA+K4WCoD4ph1WMPPiiGg6E+KIaDoT4ohlXGEB8Ue1pG6INiOBjqg2I4GOqDwjC6MaY+KkRE5s6dK6tXr06cLy0tlVtvvVUefPBBmTFjhpxyyiny//7f/5Nf//rXr34lDQaDwWAwGAyGMYRRu6cihsHBwWh49vTTT5fTTjtNfvGLX8ivfvUrefzxx+XLX/6yXH311XL55Zcnrp9QjU1QuZTwzGNQVxWm9VRgoWk7Vjo2SPYLnSte3JxLihWjD1y9f+1B2dXZjTtYD/flz0134xFC9OuXrSBXLmgyhnC5EsLrdRVzzebO/KouN3lVYeWYz2a+htpK6lVrHhBXfzK9vA1uqCtX4RtyOu6MBNAXYpQnQsvjijlXR1kGQaqRgn0R26zHnAXckKarbDOa3eoY28UV8WasqpcjusPr9RpGw2Kb1WO5ACY3ZevKVUSG/vk8ChAQ2zqyz6TmPm3NFVv2Le2uq2L0K/6d44FUxEmNjMwlqXQEn03bcLVSVyDp99R252ZJbl5l5IB9rm3w81Fg42wF86yE662bWpmXhqvI4yLUBEa+1N/p02wjqQmsByMKuspNSiJ9if1FSg7HjM57XPlmPbmKTJ9l3+k4KkJ+htjKN+9jtEB9ZeuO3rwPMTrxpR+szB/zPIUL+EylVpVgDPjzL/INoL1+HpXsedqjqKgUxxArGGDb3TW66hzqNxE/iscxH4qS0l58XxVHcnEwQs+Ieag8zlOTx6EMjF21aXlZSf5e+hjrwQ30HK8HTXRjW8cd283yOJdwvJJup+9fjjOWx2AdaV0h/2TEjxRHvgdYHinHHTnakUedprAF+jOUa0bEzdH8O/uTkd3+yO8K0lmVhcAcP0WRiDUjaZWR+dpQOBhzkYo///nPMnPmzOjfKyoq5KSTTpIrrrhCfvzjH8v73vc++fd//3fp6xvZHfujFXtCEzGMDJqtjwoesY9VQ+GAPyQNhYk9oY4ZRgZj/cOguGhk/400xtRHxXPPPSePP/64vOtd7xr2PXPmzJGBgYF92mdhMBgMBoPBYDAcyBi19Kfe3l5paWmRTCYjW7dulZ/97Gdy4403yute9zpZtGhR4vq2tja54IIL5Pzzz5f58+dLTU2N/P73v5dbbrlFTjjhBKmrqws8xUE31TE0TV1ofiEyLMtV4tYc1YEhfm4kpuJIiO5BkKLEkORa6N0z1MrNXVpXRrEHvBBoWDmCGy01BFsWWWFlCJSg8gnpFRqSpqpNTJPc39DnQsFKU2FYtm0nN0Uj9wAWHXsHGbpP9hFt0wqbksZGapjahP3Cze+xzfRlpc6WSm9geJvtZqjbU6HCH7QeVI1huJmbx/2QdZg2EFIqIT2O9SBlgcdKxeCGP9KYaipIuRF3H+g8SuEK6eWL+IpaVQGfFXGbvGMbzakw1VATVl/bkNtkOLE+TDNkFI/nSafamuubaswrpI6t2uhyE7D/Y/XTnCCxDe/sZ1JdOFeozTiOWmE70qnYxhDtZQA7htmHg4Ou7JjamB6TvkO/IXgfoWX3eapozl6k3rBfOE+pj9PXOf5iVKjPffCI/HF7gCbIOvP9wXqw3vQhpUINpNOJcyL+/MXXPM8r1ZT+QyUm9qdPXaESVLLO7R0DuA+iDoPhsda6OfvO4oZhP8cPNxiH84CEIhScO/k8UnJi1LrysmS7+A6NgfVT+9GOBJ/NPuA7V5WPOG5ZT1Is2S6OGfWzrn7XL021pEeFN8WTdrR+a1LgIURbE/F/m5AOpjRH9gXps82Nbi6h0Avrx98HhsLEqP2oePLJJ2XOnDlSUlKST2J3xRVXyAc/+EFJpZITTHV1tRx55JFy++23y6pVq6Svr08mT54s73nPe2Tx4sUj0AKDwWAwGAwGw1hBbE/vgYJR+VFx2223yW233TbkdcuXL88fl5eXyzXXXCPXXHPNK1k1g8FgMBgMBoPhgMOoTH73aqGlw31xTq7LUUk6w7kpGMbriyR1m5QT+nm5zYUmGfbc0OpoGwxDeuHaXPg6kgPPC7VSbWUKQpVrcuFmKtkwtM+cENTjpu63hjVJ/ZjaEKYgtPe481S1oiqGhlI9BQuEX2nTdKTxWh4pL6TIcAWBNDaWp2HmvigdyD2Pyl2sq4bMSS8iNYFl029CdB7WjdQb0kqYy4Ah64YcJYA0FtaJNKGGgNpNtk7uXq1LTG2sAXQ2T2gEz1e6D+1B2hTzwJAGRNqL2sZTk0lRGSmsWEalJe3/6khiRrabySfXbnE0AKU2ksbwwnpHV2LCM1IxSCVRahrHFttC+zJpXnODG88+nSApOEH/ZT14LWlM2gecu0gDYR8dflB9/pjjbuW6bCKxaUiOR5oT6S2c36gWpW3nnEZfIs2CPsT+0j7l2GEfMnkfxx99RZ9PuiPLoMoTKWVXfu13+eOlFy7MH2tiQNqU/sacK6QfhnKMxNTtOI/G6GX6fI5Fjn2Oh4xHZ3Rl61jjOKOPxVSh2M8VOTpVT184aWEMVJBS6pSnxIQ6kb7H9nLsMMmaUiXZn5wjOzzlNPcc5qZRO/A956lGQc2tqydMY9L+enFDODEf1QE3tblxmc4kqWuxHCSkdTEHDechVckiFY1+xbmClDdCq8T5uSxyzHfMuq2O0k1Fy6lu6iko/KVl73J07S8c1jyysYIxtVHbYDAYDAaDwWAwvPqwjwqDwWAwGAwGg8GwTzD6027QnXHhTg2lNlS48B+pUFRBWg8aE0PxGnZ9aZMLMVIVhFQBqruQpvRCLgzKJFYHNbkw5cpNYSoJ6Qb6HIYpSeWhjjRDklRkKB9Ca5qhfbaFdSINRMOdDL/7IVAX+mf9GM7XcD2pSKT7kB5AyhDD4RoWjtGSCIb50xEVIQVDvlTRoj3YXg2Z0396PfWcwcS1Ir4yiKprkc42CQobpMfFqEShshnqpu1IofOoE4HkWuw30nCoKPLH1e35Y1Khtu7I2mzaeDcuNoAaEkvERF9QKksooaOIryxzaLPrl56MO1aKDKkEO9Fu2oPtpX+oWhtpIqw/2xWj/bE8VRmrq3LlxWhpVHGiT76co0eShuOrBrn7DpvmVPNoa72GPstxyaRusSSM2h99nvJNmBbDZ3PO0vMxCiPtwf5iPfSY/Uz/4LjlfE4s/upv8sdnHnuQiIj87dzx+XMxSgjH2l83OGqd0ra6MI+R0sk+Yhs5F2u9ORcO4GLOs7Q7fUHr3ROZm2hHzpf08XwywIjIfnFk42tPgNbF9zDr6ScOFNwXVpAL+dlw5nvS8DRhHX2F8yLL4DyfKk3OGzH1OPoKaUIc/0rTZBlEaLzsCqXKUrHRV8vC7wT40W7ZuwAAIABJREFU0+zJNYnr2W7O/ZyD6MuxfqlLjSzNKIYXNo9svQ6daPQng8FgMBgMBoPBMIphHxUGg8FgMBgMBoNhnzAqJWUVl1xyidx3330iIlJSUiKTJ0+WU089Va655hppaGgQEZHXvOY18tGPfjSfEO/tb3+7PPPMM4myVq9enb9HwbCbhus37qBSkAvz7YiEAhmq1BA8w/mkJjA5F0OETF6mtCeGXPvElSHiwomkczBEryFahhJJhWA9SMlivXfmwuisB+tMOkcsgRND9CHqEv/OEDLpOYyMp3N9wCRysQRItA1D1grSsAjSWGKKPfocqnTEkpGxX5iwSMtgPWkP1sNLioZrVEElFvonrYB9xGNSIOqqssf0j/7ItZkIBUJtTZUUKu1QWYaUFbZdVWJeBB2ENAYmGiR8ZbGsfb12g8Khie1EROqrncxId68bi6s3Z2mMpGF19Dj/7upNJjMU8RVMlCrQN+DK5RgglYA+ybqG1JNWbXQUS9InCY5XUp10bMeod+yLraBNkkaxuqUz8QyClDgqlsWS8ym2wVfKkYQtnWZ5u1fDou/R1pwf6JPaBqo8MTke5w/ahlDKk4jId595WUREDpvqqGOcs6gERHt4am25MU3/YDJWUh5pRtKzlOJJ/+EYaekP+15o3qASF69lQjv2EZWsVBWINhgMu42UYJzT95SWownWRPw5l3QrT70K9fPnmHSubkwKG16DVTqmiG8b/f3A+bIkknCSfspxpHRKzlN8Ri3m/o2Ys6hU1ZKbD6m4xXaTbkXVLb7ftA1tO8O0Z44d2j2kxMb3BMcO5wr+HumP0Z9GmOZjCGPU98qJJ54od9xxhwwMDMjKlSvl4x//uGzfvl3uuuuu6D3/8A//kMhXUV9foPpkBoPBYDAYDAZDgWPUf1SUl5dLc3OziIhMnTpV3v3ud8u3vvWt3d5TVVWVv8dgMBgMBoPBYNhXxIQFDhSM+o8KYvXq1fL4449LWVnZ0BcPA/XlLoynokqk07QjZDl7skt0xSQ6VBFSioxHVwkkexLxQ48MfWronmpNVEbyKT6uDD/EnVRhiCUBY9mst6oWvf6QpkT7RHzqwlDqLryGlBeWRwoPqVXsDwXbNakx/DzSZTgJqEIQaQdMUBiibIn4IWQN0dJeW7a7elaUJcPK2fPJ9rIeLC+mREJaTGlJtjyGo/3ESrQB6o/ESb1eedlrmMCJ9gjR40T8PldKwAtI5sQ6M7xdGgi/8zzb0gx6Q0xhhco2ahP62wbQS5pqHEWmBVQXUhOUxkRqXoy6RBoAaQ9aj45uJkR080dFKqyIQl+hCo7SIUiL8P3QtaXfS1jmyta5h+pg9JWKCH2B1+gx290fSSjJPuIY1ed4ya/qSV2KJS50ZWvb+Twq2LAMf27i3Jk9zzFHla8SzA/0Wc57VHpS2tO/P/jH/LmPv3NO/pi0Wz/ZWDJpJhMilgUS24n4Pst5Su1O+9N/W7a5vq2G77EfdZ7y5sKyMEU0nXb2m4CkqX9ak1V5YyLCGEiz4ryt/axJF3e9lnMTbUA7UQVLk22yzznvkc546NSwAppSp1iGT5MN/07hnKp0r5SEqbZEDcojBVD9kDRDj1INhTHOK6So6e8OtoXHpJQ1Yszz94P6dWmEwkb/5hzJ3yYcG2L0p4LEqO+Vxx57TKZOnSrpdFp6erID5frrr9/tPV//+te9aMY555wjX/ziF1/RehoMBoPBYDAYxi4O8EDF6P+oOOaYY+Tmm2+W7u5u+cY3viGrV6+Wiy++eLf3vPvd75ZPfepT+f+vra3dzdUGg8FgMBgMBoNhdxj1HxVVVVVy8MEHi4jIDTfcIO94xzvkhhtukCuvvDJ6T319ff6e3aGtGwnLUtnPT1IJGJYj1YHgV2tdKntNK/7OMCoTfJFCxVBgTe6ZDOGXlpCq4cLhTCTGUKUXQsyBYWCGQ0nPYhmauI7KDEURhRhSCUg34DWqPkPVEt5XV+Vs4ylDBJJexRIu8dqKSAI9VaZgEiUmjPJDsWFVKw2v+0m7QFHy1L9cqJh0E6VhxZ4XS3pFf0uVJulP49G3VLCpjSRCZHnqc1ShIc3pIKgMsZ9JXZo1qSbXFkd/YCieIXCqwVSVU10m2x6G6mkP9j/7tqPb1UNpOVT5ob9RRWsKxhHPK1WE99E2MyY6e7R6imruvPokVVe03/gMEZ+mQtoR7dCRTqoPsY9oD/YRn7+tI1vXiQ2u3VvaXf3pk9qfuz5H+5w2oH9TAYZ9R6qO0jZIReO4JcXLL49zSPY8FZCYfJTUFV7DRIk6nnv73QU1kTHHMoqKw7Qj9WtSnr78w5X540+dsyB/zHk+RM8qxTP8xKFJ1R0Rv8+1HmUSTuoXo9mQVqQuyTHMpKZUuFq10am1cZwrtaa3z52jffsCSRVFfD9UKrImnMs+Y+g5gWWQHqSgvUh3rgQtMRVQaxJxtLlYPbwErKAMbe9M0opoj5B/i/i/JVqhSBXqxyqPHuXO09be/JqzO5/N+Yi/i0jfJM2tpiJrJ0+5En7gJwsNJ9mLJUg0FA7GXJ6KK664Qm6++WbZuHHjSFfFYDAYDAaDwWA4IDDqIxW74vjjj5e5c+fK5z//efnCF76wT2U1VULDXlKJv3MVfDy+yDt73Nd0ZTnvyH5xc2WOX/Lc2Mcvf37B6+oAV/S4qt6MzWShza0ibvUztnpTmWxqArpBr7t3IL/SxA1Y5WWuEEYfeA1XLHRVh+2iRjijDARXcLQNXJlj1CWmOc5VSV2J5mZqPpvH3IQf2vhN+3LFmTr5XOFjrgBd7ctEdP5pJ/ohz+sqUFlJcd4ObHdtwHYiu64YJe3ADYuMfBzUFF7Z/BPaoHVlv3D1q7YyrONOv9ZIFe3LVTNGz7hqNmWcK2PW+GzbSyOCCLRpFfyUq4F6PW3Ajal+LhE3HiZU0x7uvLaHY5+r4PQ3ri6y7eovXHX1x7m7liuRXF3WNvjj0z2P/ktwlVjBFWmucHvzV2l4bUujD2wfI0tctGQZFYOuXfp8RjIoqlEZWY2nMAShK8OsE8cRbd0XiKKKuDwUXIFldIIbuE97/eT88RsOc5u9VawilntgIt4rLe1ujqFvaRSEm2UPmVIbvI99R2h7Y5vcOYZnwD+4uq++xbrxPgpzcJ5lVOXgSa7ev3khywVgbgr251D+JuLmTuYO8uaE8vCcwHGkOZ5i73KCrALN8SKCzd794d8MbEt3xGbaNXwP87dGaSTfkrdhvDgZdeF70+uvCvds5rni7x6dWyah3Y0RQRTD6MKYi1SIiFx66aWybNkyefnll2VwcFBKSsIvDsO+I/YDw1A44A94Q2HCwvqFD1JNDIUJ/aAwFC64WDEWUVRUNKL/Rhqjundvu+224Pmzzz5bzj77bEmn09La2iqTJk3K/2358uWvVvUMBoPBYDAYDIYDAqP6o2J3WLt2rXzrW9+STCYjRx999F6VQcqThiEZwiMlg+FEbq5LiQvXdw5kzV2R4oa6cMiXX/NlpW6lWR9Dio+3aTPFTZ6ujNCG39iKAcPhMbqMbjIjDaCmLBKyrCSdw31JhzZzM7zN1VvSKBoqoN0+mKQpcEOzbo5PApsCEdnvyZTlynDtaojo0M9sdptQ2Ra9hnlOBtLhDbexPtDw9QZohStlR0Rki4uQe33eF8hrQR8jbYbPZhkMazfAl7UP6OvsT/ZF9ZoX88dNTdPzx+q3pC4QtDUpY+xTtU2MxkCaQsy+rV3ZerPd3iZg+Do36hNKA+uO0M9iGxn7hDbtTPyd8wBpIhzzpEuQkqDnY33EOrFdpGUolbMsksuFdA9/E7i7RiOYpGSwHkXoz8Eww8+ja7gywtfy2SLcvJr9b3nEv2O+PpBO9iPndfZFf0SEgVQ4RguVRsg5jWWT8vTob93ewL87cmr+WH2c44V+TyoUn10aELFgGRxnld67hPkVkrRV3se/cw4P0V94LylWnH/pm7TZdE8YIlu/ww+qz5/j2OF9rBPrQT9Um5Bud8y8ifljbsimD02sd+XpuPRpsO7vHIt8f3hzUlmS0lsV2FAuIpIC5SlEs/JFN9y1bLefayZJeSuO2C6dceWRHru6xYki6BxHWnY6kDtIxKcFx/yJ49wwNL761a/KLbfcIi0tLTJ37lz53Oc+J8ccc0zw2h/84Afyta99Tf7whz9Ib2+vzJkzRy6//HJ529veNuRzxiT9SUTkiCOOkIceekjuvPNOmTx58tA3GAwGg8FgMBgMYwjf/e535VOf+pRcfvnl8tRTT8kb3/hGOfvss2Xt2rXB65955hl505veJA8++KA89dRTcsopp8j5558vP//5z4d81piNVGzdunWkq2AwGAwGg8FgMIwYbr31VjnvvPPkggsuEBGRpUuXyuOPPy533323XHvttYnr/+M//sP7/0996lPy4x//WJYvXx6NbijG7EfF/gCpS+t3JNWHGAJluJmhSmKaKs4ghMdrGUJmrgDSIZRWMK42TMnx6Cj9YbWHVTmd9nkIFTPMy3p0R/I8KOWKtIKBtHt2bYTOwTwaHh2iyG+fiK/cQ7R5IdAk7Yh/frknrHHNEDPr0bqjK1dWmIbFsPEmtCUU4t7eGaYEEKSuUd2nuqI30ZaVm8J5MRi+Zoi7rCRLY2HuBFICmDuB6kSkUfxuk9OWVxoFcxaUp1x5tEdjjYsO7sDzNQROn6Wv0wb9ASqXiEh3X7aPGOKnfVkGw+vMe6E5NUgvI62HNqUqCe2ulApSpdZsdrw0+jL7sRVzibYxdh/HrUe5oVJVf5LiVxmhdZGutHaLazspC5ojh2OY1ARqyy+Y2ZA/JoVDc1Kw39jng4NhHhPnG216jCLBjdOxHC5qP9KwOB7mTndzIOu/vpW+nO3/Fze4scC+iPmHT/1JPj9GyaHKEylP/3THr/PH/3zWPBHx84tkInQagrQizYtEH+uJ9DPnCuZRUXWkbXh/sM/pe1SqYl4GvZd5TGgP0mXok2yjtsGnELtrWQbrRArVhjY3HpTuxznhT2vaE38X8SmP67a6cazz5Ub4kpc3p4d0RqeSRF9WsB7FO8J0xi7YIxPgFKYjSoKcS0iF4zjSdwLrRqUr0vfWY05lTh5915E2vhE2pxodfYhzlt+swqQ/FZrmRl9fn/z+97+XRYsWeeff/OY3yy9/+cthl9PR0SENDQ1DXjdm6U8Gg8FgMBgMBsOBitbWVkmn0zJhwgTv/IQJE2Tz5s3DKuMrX/mKbNiwQd773vcOea1FKgwGg8FgMBgMhjGKXeVmBwcHhyVB+/DDD8s111wjd911lxx00EFDXj/qPyouueQSaWtrkwceeMA7/7vf/U5OOukkefbZZ0VE5LWvfW3+b9XV1TJ58mQ5+uij5aKLLpIFCxZICB39zjyNtVnjUzElnXHhQSpXMGzIxFjVpdnwZLqWiWlcp66FpA/Df7Mnu6RBWjZVGDYjSRHBREakDWi4nvSBmJJOqjRMPdBEbawnQ6MMnVOtgkokDENruFttlC3bhU4ZomfbSVFTsN9iilQV27fnjzOdLjzdNKU5eL0DFCqKSd9KDs6YElDfQJKyJeLTaBpzFBhSGvgIns9E1Dsqy1VtzF1AqtHUcS7kTtoG+3RHlztWX50B1aseTz3H+TWTEpJy4RSkXJ1JSyLG1bkwOZ8zqTFL60pF8gaQPsR6tGxz42RT7piJpF7YsCN/zLA9aRakrMyalB2XpBFxHqAdSc+irdUveB/pCPQbHnMccVwqvc2nfYVVcEh5Yl11vJLyQiUjjm3SlQhtD+e/Sijf0E99hTx3vVIyqagUS2I2OMjkjaQ2Zv8bywPC8lIRlSGl3FCRhiDVJEaFmookYEoxIU2PVD5SLOn3SnkSEfn8Q8+JiMiFpx2SKFfEp3hxfuAc056no4STqVU3umvpkxy7xcU5OmMx1cPCiS3ZFvqbgtRMzou0B3091KesP+cdjr/YO4vtqsiNAc6ztC+fzfmBCSCVtkO/OnRKXf6YNCHCU37M2YE+xufF25V8b9C+7aAWk3aU8eZld/30CVn/7elz9qL52camGozhjqTK3wvr3TzL+pP+xt8GfGZFysg1e4px48ZJSUlJIiqxdevWRPRiVzz88MNy8cUXy+233z4s5SeRA4z+9NBDD8nKlSvlmWeekc9+9rOyZcsWOfHEE+Whhx4a6aoZDAaDwWAwGEYxiouKRvTfrkilUvK6171OnnjiCe/8E088IUcddVS0Hd/73vfkoosukv/8z/+U008/fdjtH/WRij1BU1OTNDdnV6Jnzpwpp556qlx44YVy2WWXyVve8pZhbUIxGAwGg8FgMBhGAy699FK56KKLZOHChXLUUUfJ3XffLZs2bZIPfvCDIiJy0UUXiYjIHXfcISLZBfiLLrpIlixZIsccc4y0tLSISPYDpbGxcbfPOqA+KkL4+Mc/Lt/5znfkZz/7WeJrjNSZzbkcLqS5kObEhHYMmTJkXj8xG55sh+IPQ7sMN/KYoWylEGxodeUyVMhwM9V4GBrVxGOzJzt6FJWWqBwTUxHRcGwfwtFMSke094SVsbxQa44OsdNVWRpdJHmX5D+gtHS4ZzblaGW0QWbQtYXhX6mvCx5rXdkWTVoosqvSUlhdK0Qlo31ZD9LpegJJ1BhmJ60jRm+hipdWifQz0iyYXIx+yIRFvQFlIdKLaGsqgDCU7SUjzPkh1XUY0mbYnkoqNVByUZvEVLmo9EKbbt2BMZOzJe3YjfFMtSBSfJpqk9QU1oPPqITdOYanjHO0I6X28O8TGxwdhWWTMkR/4zhSu6cjtDmq9JSUhMvOJ0WrDlN52J9Uzzp4khuwrQH1p8xgOKlfX7EbX/SnGGVJweR83aBIsC06f9FGnNP4vHTG9Zfn97kmboio2tBnB9Luvti7Qo9b2qEKVMw5wdWJlBsqPSnt6auPuiSTJ/2No27OaE72xa51UqUnUr1oO/Y5+4uroar+RDtu73TX+gksB4PHSq3i3Lp+q7P1BIwH1o8UHlVzo0IXEVOSo4/xva314zh7aZObF0lzi9GOtE/Z95u3h9/brB+P1Vdpc1KNSEsk1YjXK8WINELOdQSpUKQ56jHHxVa0heqBTJ5LhahQ0j7OU957fRvpe1RwTCa7NQyNM888U9ra2mTp0qXS0tIihx9+uDz44IP5PRLr1q3zrr/77rtlYGBArrzySrnyyivz54899lhZvnz5bp81Jj4qHnvsMZk6dap3LpMJ/8DdFXPnzhURkdWrV+/vahkMBoPBYDAYDhAMY+/ziODCCy+UCy+8MPi3XT8Uhvpw2B3GxEfFMcccIzfffLN37rnnnpPzzz9/yHt1JWI4u+ANBoPBYDAYDAZDEmPio6KqqkoOPvhg79x2qPvsDitXrhQRkRkzZuz2Og1r1lWFFUx8mooLSfYjHKpgOLTMUzsKh1EZek7nQuAMv7a0MwwZTjbF0KIq3pDeFVMcIbWGtAEN3RZHKAp9AoWr4qTy1K71U1u6QLdIeZELb7P+rHc3QsiqHNUfUbIazoejq5OLdNEGVKppYV0RNlaqE5VvaN9YAiGGefX8Ti+RorMjVTP47BBdijaPqaewH1lvUhLUt0h1iCFGXdHzrBPHC2lTVERimF+TKPEZqTLXLqoM9UTUibRP6dOkKzEsPxEKUayf9ml3H2k9rozxnkITktX1kSLjlyWy67h15ZGGxf5iMk3to74AhULETx4Wm2P0et5HSgZpG5xvqMalNmHfsl0cU57PZujL2WfS1+l7LI8qdaH+H4D9SYWKJagbKjEn+7yoCKpt8OsO2h2qS0oZpU/z2aS30FdCSkSkPD3xBzcjfehUR3+q9BKUItFZzudoA453HnNuot2Lc0kM/ftIvRuavqfwqDDoc4+WhOs5PyhVi/NpyqOFhqlBvJ5jSg/70vSrkuC1HGu+ylu272h/vsdIfeV9McqxItYvnHs4z+vcQ/t7cyvsVBlJlKl9PpBOntu1bPajT9/MXh97XymVTsSfp0jZjCXwMxQODij1pxC+9KUvSV1dnZx44okjXRWDwWAwGAwGg2FUYkxEKoaLtrY2aWlpke7ubnnhhRfkrrvukscee0zuuOMOqa+vH+nqGQwGg8FgMBgMoxIH1EfFWWedJSIilZWVMmXKFDn66KPliSeekNe85jVD3qtJtBg+Zng1EwkbU6FEQUoAwVA3w6EMr2q4kGHUdVDKYDixAs8h80cVqbY0ORUaqhPFQox8ZqjOIggPFyXrLCLSARpCKDTuKaakSeVyT2ntctdMqE7WlfSMoRLliYhUdjn6WF9VXeLvXqQedmTbGc7X8C77hZQMT/kmoK4k4kLgoQSBIj4dhbQY0mymjdeERaBQoC19OM860ffYhs4eVehyIXDWiYn16OMvb04mdUx7CmnuPtJKSK3pCFACGOLvilAGaBsq7KidaF+qnTBE71NuoDiUO89yayvdMZObsS2kN+i9PRl3jgpSTFDHelAhiHbQ9rAtpDpQMYfKdIODjtqjbd/RFR4vbNdkzCFUC9Jnkv7JMUz/7Ysk9tI+p4/RbzIRBTTOZXqelFPO4TGqCc935szkJcfrC89jrB/nDZanqmslHm3N0aZIt+MzWYaqhVHliZSnu3/81/zxmce6LLhdUB5U+htpcFRw49xJtSBPFSjXj7RprC84N7Et6jccW3zXcM7q6mbCQOdQSk2ikhzrzL7gnEAlRs57Cq+PKsJUVfo9/UzpPB5dCY3Zhmezjd2BhIEVEUVG9hfnAT/5bLZd7AvWk2XQHvRlvZe+wsSirB/7hb9dlILm51Kgfzs7+rQ0d3VmFNCfDvT9uaP+o+K2224Lnj/iiCOkvb09//88NhgMBoPBYDAYDPsPo/6j4pXEjj73xa0rg9Sp7w9obYs4/e/s9W4FUCR7PVcoqO3ubRrFBzlXD3SDHlduuRrAVROuslCrXFdZuJeWqxI1WLFhLgNeoxsPW3f0ytTcijhXKLhyz9UNrnLzmuLcZkd+5XP1g9eOq8IqdydzFSQ3ErMMHHoYHHT20xXvFHaMc0NdEVYUMxm30stVMbW7v8E0nAOBq3rU99ZNd1wtHgdfYj9Tv56rYms2M89Dti70m5pI/biixRVxjWZwMyrrQU19trHR2+CafU65txkVK73wFW7QC210Z99yccjbWI/nbIagQWXOVzlu6Tf0U2q3M+qj0afYpmjWw9/0yOhOcqV0KvJYdEc2mvvjSBLHtIfXLvRXccRm2kbOO8URIQp/s3QyEsSVxdgGzhi0bJbBvmD/93pRJleP9lxUhedCWWdFwpuzRdxKb3VFqfzfS9tERGR8vfNpbjDlK5Urx1xg1abT5hxHFN4YV8f3h4OWx3mdm2wZnfjuMy/nj9/xRie9rv3FtrKf6evsZ0LLoJ9yDPCdUFaKnBCBzfJ8Bp9dGxEf4bzXWObmB80nwWsZAS3vCwshcL5R0GdjAiYxX07nI0EUCXDlcR4leI3OqYwOMrLg53oK20/7txqRFo4Bvrs4N/G9rZfz73w3cA7ihnbaprbStVd/V4RyV2SvDUd2UxGWh6FwYD1k2CfoB4WhcFETCOsbCgsh6oWhsKAfFIbCBRPUGQoTXKg0jD3YR4XBYDAYDAaDwWDYJ9jy2G7A8J9SCEh/IsWD1A9ugGQq+4OKsuVRv54hd4b5uHLJUGssDK1guJk0q+YGx+fR0CLL8vWpSeFA/TpcCFZ3qMxoDm8GJx2BFBM+h+1SXXJSHZinghukewedrVOl2Gyc24hdXeH+XhS5zysbcJSKcC4JbvYm/SK00sz+nNTo7M/Q9LYAtU3E+RltxzwA4+ud7Rh6ZnkaoSB9oAf9QqpDBr7OfuEGY6UCxCh21IL3NqMPJKlhtEE6suGWmzVJ99E+pW14Lc/TNhzPnYFNwJUpVwbD77G8Inor60Y6CtvFDc2btnWjjGwhKY8qFd6EHWsX6U3j66qz10YEJXj8/FqXy4fjUscg/Y02CM2Lu16jtIbuSD8PRvIehEQHeC2fx2t9SlYy3wB9llQYUlgrysJCCD1F2edwUzSpYcxdxDayXaRQKiUrFfF1L9dQcZiOovRTvj9of27IJuXpR79anz9++5HZ86RYkR7HeYNgH+g4ISUn9h4j5YbUH30m52oKW7RgvJRg1y43CqsveFRL1JN14jxLWiXpkToPecInEbolfYsU1Z6cn5EeyfczfyeQmhSindGnY3Qg2pdlaH919YRpTjE6I+HGojtXEeET0x4UsdiR80/O8RtaXd+WY5M960QRDvq4SKUUIobB7BzTsEiFwWAwGAwGg8Fg2CdYpMJgMBgMBoPBYNhHjLyk7MjK7tpHxW7A0Kcek95AMCRJigTVDQYHs6E+hsg9zfoShv+ok+/ClpqXYTP2o7GeDE0zvE6o08doLDFKyGC1K0MpH1Ulrow+Ab0I9WdYls/0aBQ5OzDsTbpSj0d1CNMoFKQuMNRKyhNzUwwOQC2q2NUvdJ93HiFaPrMxR11iiJkh8FDOBZFd+zHb3rIAlUPEpzGRahYK1/PvpFb4YXbmDHHtIlVA6U0edQFUneKIXj9VSdRv+iL5Sqh8wmPO00q56Pbyuuw+/4nIrn2QvbepxtEV+DyO2zWbna+QcqH2o0+TTkEbcN7wdOsHk5Sy4byUqN3Osablte0M6+9zfvAoY6AVaP+zn2kbqpTFqB2hZ/v5OcK0Hfqvjm36Y1FRmCrX1RtWKtLzPh3TleHRTOErzcgPotSl8jJ3LelPpFN19rBsN9Y47lTJx6f9JVXsRPwxOmWcE8XQ51NpsMFTSHNl8z2glCcRkeX/m6VCzZ3uEr+yPz3aakSlR9vA94Sf48MdM0cK35E6Rqn8tr3XXUsaVmjsiDg7se/pH76SoCuD447Q60kH43jgc2K5HXQ81EDKkcp69EOeDykzpTOk/TiQ/kQVJ/a52pXvyrLSsKJdTx/fncl5lNXg3+nrnDtJ9dTa5QtjAAAgAElEQVRr2r38HGEFTc6X7Dv6jaEwMeL0p82bN8uVV14pr3/966W5uVkOOeQQOfXUU+WOO+6Qjo4O+dCHPiRnnHGGd8/Pf/5zaWhokMWLF3vnv/GNb8jEiROlu7tbTj75ZPnEJz7h/f3++++XhoYG+dKXvuSdX7JkiSxYsOCVaaDBYDAYDAaDwTDGMaKRijVr1shb3/pWqa2tlauuukrmz58vmUxGXnzxRbn//vulqalJ3vSmN8mVV14pfX19kkplVwpWrFgh06ZNkxUrVnjlrVixQt7whjdIZWWlvOlNb5Lvfe97ib/rfYsWLfLOH3fcca98gw0Gg8FgMBgMhjGIEf2ouPzyy6W4uFieeOIJqa523Jp58+bJu971LhkcHJRVq1ZJd3e3/PrXv5ZjjjlGRESefvppWbRokVx99dWyZcsWmTBhgohkPw4uuOACERE5/vjj5cYbb5R169bJtGnT8vd98pOflM985jOSTqelpKREOjs75be//W3+PqK+nAlkkkmINra50B7D212RMGR7RTbMnOly9xEM/a/d4hKXsYwtndnnMBw6Cwn0SHtg2LAjqqCQxWYoUaQQGi3HtV4ovikbiu8ccC5UXeqe3ZVx9mBInWFjUlO0rgxH11aG3ZOqRaRLbc/ZfSAN+yM8vL3Xtau92FEJGuqdMpNSuKjytGG7C9FS/WvTNtdH7P/iHL2Byj0xxZxYgjwNBY+rdXXzFWzctaSxEKoyw3B0qjRsf19JKZx0UOkVrGdFitQU92yqCZFaM6M+O85JE9gCOg3bwvFQg/C6nvcoLbBvMSgyvf1hqtxhU+sSbZk9uTZ/TBUtnqfSk/o1aSccI5NAoRlAe+uqknRA+gGVp0gZIbWqzFNuS6qpxJKYkY7CxJxMruXKhd9gHPHZLINt0PnLoyLC32KqRUzmpdew3zim6KcxdRwtm3UjXYkKQRnQt6jWpKDPkg5ExTrSBemzpKZo0z36E+TtSC9jebRDc05NLkZ9DCUuE/GVnpT29IXvPpc/d9m7D88f09YdkdwCff19iWewXRwbLI9zu86HpABx7HiUrHSYbqc+Pq7OlRtrN/tiApIY0r7aBtqf70hSqDguQ8kvSwfCSTBpD9aP1B+1zfQJ7vcR7Usa6dYdrn7FRcmxNhzltLSXrDJJw6RfNaZIBwvTZyc3ufesuqdPnw0nGS2LUrf/P3vvHqVXUeX9775f0kl3upN0J507CYGIGEVAAyERvOBCCcMKMQqIF0aN4k98UUARlMFZCgxLccIKSAYZEi7CrMA7CFEMwoAKMjAiOmK4JuTanU53p7vTl+fpfvr3x/Pspz6VU5WEN0K6O/u7FouT85xTp2rXrjp9an/ru4OnDUMIh4z+1NbWJo8++qhceOGF3gcFUVBQIEcccYRMmjRJnnzySRER6evrk//+7/+WD3/4w/Lud787H614+eWXZfv27bJgwQIRETnxxBOltLQ0f98bb7wh27dvl2XLlsmoUaPk+eefFxGRp59+WtLpdP4+g8FgMBgMBoPhzaKg4ND+d6hxyD4qXn31VRkcHJRZs2Z55+fOnSuNjY3S2NgoX//610VE5OSTT85/HDzzzDNSV1cnM2bMkJNOOil//sknn5TKyko5/vjjRUSksrJSjjvuOO/34447TiorKxP3zZgxQ6ZMmfK2tNtgMBgMBoPBYBhpGHLqTw8//LBkMhn52te+Jr292XDeggUL5Bvf+Ib09vbKk08+KSeddJKIZD82LrvsMhHJfhxodEJx8sknyz333JP/nfc9+OCDcvHFF8uTTz4pp5xyyn7rpeFf0lx4TLpEOVWBmFwppyxEFR+GQBmeZEh1S4uj2Rw9KRsm7UiF1TaYaIxh+cryJK2E9zFpDykhDJOSTsW6KqhI1ZcmpcXdl/ISeCUVSkiRiKlkkQbEPtAwbgvCxwzF+ompwp/0Gk5uh8hX7OufCe34HG0Xw7ypSAJAqrdQTaMzQL9gSJg2IHWFoWylpvBa0otiSap4nvXQkDrVaVh27Dk87gkoJjG5FWk2pAT4yd6U5saEbO6Y9Y+pManNeG0moCS2d9mkJqh92c+vbOvMH5NySLpHiJ5DSpFPF3Q+UeKpIIWdcsr4LN2A9iVNhOpVVGFhG1WlhdQm0rA4Z3EMhxSuOGewTqSo+XS6pMoQxwjpe5lwdwUVeFhnqgzR7wciBar/0j/YblLNmtpAQamFclthUsGI8yJtN2uSo9uxX/y5IpkUzafkgI6J+lHNSP2MlKcf3f9i/vhzHz4ifzyhBlQ+1Elt5idmRBI+vCdIoeJ7RcG+YFv5HuM1pd57Njdvw09JvWpqA80GPtbn0YdcH6j9SPeZBCqPl5QyQCcWce9Z2osqWZy3vYR2nmpVdgzS91ier4CHeRZjSusRUxvjfMMxz+doYkAOEc4lBZG/adjn2l8eNZaKfHjXcN5mUlW+A2dPcOPEMHRwyCIVM2fOlIKCAnn55Ze989OnT5eZM2dKZaUbwKecckqe9sRN1SeeeKJs3LhRtm/fLr/73e8SFKZTTjlFNm/eLJs2bZLf/va3+d9POukk+cMf/iBtbW3ypz/9yahPBoPBYDAYDAbDQeCQfVTU1tbKqaeeKrfeeqt0dXXt89pp06bJ1KlT5de//rU899xz+Y+AUaNGybx58+Tf/u3fpLm5ORFxOOGEE6S8vFxWr14tzc3NcsIJJ4iIyOzZs6Wqqkpuuukm6e/vt48Kg8FgMBgMBoPhIHBI6U833HCDfOQjH5FFixbJ5ZdfLsccc4wUFxfL888/L3/5y1/kAx/4QP7aBQsWyM9+9jMZN26czJgxI3/+pJNOkltuuUVGjx4t8+bN88ovKyuT448/Xm655RY57rjjpKLChXDnz58vt9xyi8yZM0fq6+v3W1elgYTCtiJ+SI8hOipayOhsSDVGhSFNhKFH0h56c6pKY0pdqLA35WKPYyqpEAPqBOqk4XA+uwfVrITQFe9LpZMqHFQqYTia4XeGQDu6w0l+1Ca9kXAuKRI1KJvJdTTMS5rFoBc2dsekLm1uI42mN/E80hQ27+x29QetAIJZMjYXQiY1gfcxvM06MbGQ9k1lJOkU+86n07C87HF9jWsr+7PIq3/4mGF0Uujy5yI+y3HCsLaWTYWj1pKw+hPbMg5UKFWLGl3hfJ1t8WkAYXqT2oF0MYJJ/UhhZL21vRw7pBhkInQahvb1OaRKNda5eaqjO1wGyyadY1eOKuCr/zjbkJqQ8egyrk46pmO+x2vZL7ugPKdjUGkTIj41kzQQ+k1XT5JaQ5t29zpfIu2EY4fzq441PoMJtGgbUjhoU/XZ4iIk9IS/cR7jczgPjYfCXFOuD5rawkp9TbAZxznn31FjixPPIP0ppv7FRHJKPaFPkPJ02yOv5o8v+vic/DF9S5Mw8hxBH5uAecjv0/5EnatHhRM28jgFVSW1UyzxHn2W7+TeiIqeJqYLzV0ifntjVCL1LdIPqTzGdySTx7F+Os7Ztxw79AkmRCV1dCBQRuwdxLr69NLsNVQ/5LM95ijGUUOtm8t0Lq6NUK0nj3PsFM6/0+uduuVwwOGeUfuQJr+bPn26PPHEE3LaaafJP//zP8spp5wiCxculJtuukk+//nPyw9+8IP8tQsWLJDOzs78vgjFySefLJ2dnTJ//nwpLk7+0bO/+w5kP4XBYDAYDAaDwWCI45Bv1K6vr5drr71Wrr322n1et2zZMlm2bFni/Ac/+EFpb2+P3nfppZfKpZdemjj/uc99Tj73uc+9+QobDAaDwWAwGAx7ofBQByoOMQ75R8VwwZyGbNjvjVYXrqPyECkS3Qi7UhmmeyBr7tEVySQ7Ij6FgxE0hs41XNs9SBpLWJWktCSsOJNXpciE68FQ5qYmpzw1EaFMVc0gpYThUCb4iiVDCileMExNO5KmwpA67avl8RxVmcpcd3n9xTC0KnKMrgiHtHktkx9yItHEX7SjH0p2dWIYmm1UWoNXhqde5a71E2S567sCtAKG8EklII2CYGhc6U9dgQRwIj41KBOpqyY4It2jOpI8biCVVDARcbSNZtRjLMLypAeQ7kWFM6XtbGwKqyQxqV+NR+Vz16uKEBMwck6gr7BfWCelThQPgnIWUVxjX5CyQrqE+lN5SfjNxrFY6lEi3TVKK2JbOFZJacp4tIxkksUYvYwg7YTqPWozzmkx1TaP3gT6W3+OF1WKBvamkqo2InGFrq05laxJdY6eQUoqxxGpVTHFHr1+VCS5J8eRpxAFFRwdA74alnseaYscf4Qm8CM9lSpPpDyteHBD/njhOx1dWMflnMljXD0yYT/lHBOiC3uKSphX2BZCKUoiru0ci7Hy6LPFReF3ro4p0uqolsY5tSwTpqipbWL1p9/s8d51rjyl0rBcKoXRVwYxb3AO0f7gXBKzwaYmt7+V1+tcQLUs2ovHoaSEbItH7Y5Qx+j3VOUq9ZLihemZhkOLQ0p/MhgMBoPBYDAYDMMfFqnYB3RTtIjLMVGKr3Cu+nElJB3RzNcVGa7YxDbL8qudK5S6sclfJQiv3nmbxAFdGeQqHTdgpbHiVVHGTWZu1UH1zju703L01GoR8VeoaA+CNvNzVgTqGdlwS/grLln7cnUEi9be6pK3Sgv76SUZ7DZjH7H+XGEldPWI9uLqTLm3EuXu4+a00O+MhnClr9+LMiU3I6f6M/n+YD/Tbxjd6fM24IVXWxX0b9qjIrDKJeJswmvZ9/TZ+rFu1dRbxSrPls2V2e5eaPhHVmZZhvo+x+KEGkQqIuOccMIA2FgZ2SNH32vZ7cYdn6+RFI732CZ8ruSxv7TaA5FIUcyXd3dSIz7bX1zB9jYm45j9xefoXEY/iNmR8x5XXlUcI5ZrhvAECgLiDFzpZf0ZnfCjmq7euvrd1pWS8dXZPirwNmdjvkSEKx3I5yDi5pt0JMpHeHkZoAahTeTcxfqzvUQovxAR2pwr4kcn/uvPTfnjE+eMy9aNOSMiuYjosxQUUbGN2DuDdSpCxKkfYYRMX/Y5PX0D+RV2zp2sX8yHOA/pOPFW0tOMdoQFGdhfhfk8FeEoMOvHaEbIDtzczDHM/uT7hm3U9yH9PibCEIuu6Ubyti4XNWBUjlGjdD8FCpKbsjt7+vN+QZt2iruvtsrdx7k4lkvIMHRgkQrDQUE/KAxDF7GXtWHogNQsw9AE/0AyDE2EkicahhYG7cNgRMMiFQaDwWAwGAwGw0Hi0EvKHlrYR8U+UBjYxs9QZ0lZOLRPp+LKiYYtGXIfiGyW9jbgZVxYUzc+MoKb9jY4FQfPhyhZpLwwjO7pv3t0GmxOK3XUGkWFp+3OzahsiyuPz9fHx3T++yLhfHaRhoJpO4ajSS/iJj6vvFyBA/1hCpufO8Od5wZ0bQNpP6Rkka5Em4XayzqTJpIO6KGL+JtUtS1cGSqIaOp7m1sHwnYvyWv+hze5EyWRDaS6Ij+umvkNXEidSEfocUpvikVguvuSG6H3htqS45PPoJ1IhSHU95mrYVuv27xfERmL3FivZfB5pKgxvwk3ifOaEOg39MPByLzB/lL/5Tn6aV/alUfbcGyoiAHtSx19jtuYQEUmMI5IySLNrbAwPGdp2X5eCfcMUkYKC1wZnB90zo3lYiA8yg3sx2Ptc85/mQD1JlseKbGoa2FJ8twgr03m6hDxaVbaz6l0KnEu+4xwnZTyJCLyhw0tIiLy7iNq8+c49/t/YIXpsamcrZmrwRN3iEQfUulkrha2le+xWI6GGP1YqWa0L3/3qFJF4T5SAQp/gzTtG6bY8h2u9EjOJXzvcPzxPOuq8xPtQfvT1nw266fjIebTlZG/hVi/1lweG49q7b2DmD9Ggsc1lfue9wyHHsOG/rR8+XL5xCc+Efztne98p9TU1CT++973vudd94tf/EIWL14s06dPl4aGBjnuuOPkS1/6kvzP//zP29ACg8FgMBgMBoNhZGLERCouvfRS+fznP++dGzVqVP74mmuukR//+MfyhS98QS699FJpbGyUrVu3yjPPPCNXXnmlPPTQQ293lQ0Gg8FgMBgMhhGBEfNRMXr0aKmvrw/+9uyzz8oNN9wgP/zhD+VLX/pS/vz06dPlpJNOkosvvjh4X6m4sLDmp2CIf9suR3VgiJ7hdQ358V7qLvM+arRPHe8+iEhB0bA2w9iaF0HEpylQPYfa1krnoXoDFWyo5EDFEULPk8pVGdEI76NqFCgcDH025OrKa0mRYQiUbeyGaobaZH9qPdn6U6kmGbBjPWnr8gjFizQK+oiC4WFfzcuFrGkPvZ51Js1mS4ujxTDUHfKtwojiD21AmoKv1+7soG1nGV2ghjXWJZV7RHzfGzcmm3OFOT6ogMScFawT/UnbXj/W5W+h7/n5T5zdt7c6m+lzPD381P7zdtDfpo7P5i1gf5L+QDvthOIT66q2YS4a9rmvyuXKbmpz5VVhDLbltPRDSl17l0E61ViorezKKbwwTwwpW/RZjkX2+cac3v2U8S63A+fFGO2stNj9ozaweZ3jiGVURJTHWnPUOo5J5t7heY4/qvGochD9g2p09NmYMg+pXzqf0MfoHyyD/diGd0lxjpvEZ8Ty4nBuIl1R87lwvKcjqoPMQ0ElJaU93fzwS/lz5506I3/cUOHeQfSn6lHJOZe+yZwQvTjP/uf8q/1IG7FdHIv0G+Yr2rbLzQ/6nmVfMP+Np0IEQa1e7z2QtTXn6hkNVfnj3Xtcn9dhbmcZOnf3RHKhcAyTgsuxqLSidGROIGgn+pCqdbFcqkfSHP7fNB35Y7Wfr5rpjll2p3s9eGORvjwFf98Yhg5GzEfFvnDfffdJVVWVXHjhhcHfD/eNNQaDwWAwGAyGg8PhnlF72Oyp2B+uueYaaWxs9P775S9/KSIir776qkybNk2Ki9031KpVq7xrN2/efKiqbjAYDAaDwWAwDGuMmEjFV77yFTn//PO9czE6lIjIOeecI6eeeqr89a9/lfPOO08ymWRosCNF5abk71RHIQWBYTyG4kcVZ0OYobC+iAtpi/ihcar3aOiclBZSJxgOJ+2EIVVNaPfqts78OdIU0v2kj4STxGlYOJbMjgwkhstTnUzUlVSFiilsMJoUT4CV7COGt0s8ZRCGw13ZIdqLp/IEGgjD6D6dKmkbUgnYRtqUVAy1L8PvrBtD/6QNsAylCqQCSit71y9m91CyPFLeGOpm/UjboQKI1pUUJeZo2AoKwsTaCtyXVLMhRYIJkmI0NybcKsm1l/X3FJiqmAiNyj2k8vUnymA/s36ZSBIwVY5hsJR2jPk6/ZDXa1043gnSX/aXHOyISaPz50iL0WRlIiLvmAYFI9RV1cRYt1jSz5gPaZ/H1MvKIsm+fEpWf6KMrl6OI0cz5XhmP2qiz1mwB+dWzjvtXc6vaV8+P69SV8L3BxW1wup1tJNSQ3fvcdeGEl+K+GMtdEzbDQ6GKTKxxKY6D5HytOY3r+ePL196TOJaEd8/9Tz7nu9Tnuf8xfG8NUcxmjrB9aefONLVmTSnyePce499oLakH7C/OG+3YZxzvlHqHcd+rE6kMYWUHTn/8e+LmPoi328tHb2JcjmHs+xYckylR7MM/g1Cn/VpvEmlSz6D7SZdm9d4f7tYHpIhjxHzUVFbWyszZ84M/nbEEUfIU089Jel0WkpKshNHdXW1VFdXy+7du9/OahoMBoPBYDAYDCMOI4b+tC8sWbJE9uzZI7fccsuhrorBYDAYDAaDwTDiMKwiFR0dHfLCCy9456qrq0VEpLOzU5qamrzfysvLpbq6Wo4//nj52te+JldddZVs3rxZFi9eLJMnT5adO3fK7bffLiIiRUXJsFooHB4LxXVGqB8eHaI3+w3Xlw7To3xqQgHOJxVWGAonnYJh7xYoivQGkr1R0aPZU6dx5VH9h88cnwu/MxlVjJ5T6NEABNe4H9pzz/GSZUFdgmFS1oMha6XWMCRMtZ6YcoivwpJMxMYwtara7F12A5SIBnNJqFJegrpEsSIi0tpFGgVpCNn/k37EMDXt1B4Jv7+RS5zGUDfVM3gtQ/gMWXtl50LcpO+xbwcyrk47oE7Euqqt+Wzan5Qn+hbHhlKGqMZC/6Ydu3rCKkmlObpUesDZnypfHJdU1KKalNJYxkOlbEKN8wP6TUxFTX25J0AHEfHbTSqMUhpEfNpLKHEd+6sJ1CXWiW3XeYHzWIyGNxihQzSCVqKgX5EuQb8OUclIGeGY8lWSSC8aSFxDZmQDaBasR4Rplvdf2pTPIBWGPsZ+9Ch5uWeS/nlko5uLSbfkfeWlSd/jnMZ3xm4oCcYSFKpdqRrEZ9MepFiG6GhUeSLl6Yf3/iV//PETJ+ePSSXTdpHSR4oVKUpUkCIdqaw0ey/nK74b2C9UE6I6I2mYOp/EKJYpL+GsO1/ovbdLvf+LiLQh0adPnw4nEdX33kAmPEbov3x38X2kPsRxxL4dF1GeqihLUl9J++MzRnt/jzCRapJOx3HBeYJzyajycBnDQVRnONTxrcSw+qh46qmn5JRTTvHOnXnmmSIict1118l1113n/bZ06VL56U9/KiIiV199tbznPe+RVatWyT333CN79uyRCRMmyPve9z55+OGHZfLkyWIwGAwGg8FgMBjePIbNR8XKlStl5cqVB1XG4sWLZfHixX+nGhkMBoPBYDAYDFkc7pKyw+aj4lCAYVIFw3KkATBsHEvEpVExhnYZ8mMZBEPgGjJlGVRpiNFYqF6lqhQMe5dGQvsMe29vTYaep0FtY0KNC4GH1D32PqZtxo5KJq5ju9lehvNJU1FFH4Z2SUtjgiwO/IqypBIGQ9MDCL/yPJMakaqjNBBPMWUgTNtg8h9SvLRO9MF+hMBJf2E4nEnllPayqzOcbJG+EqPWkCKjlApSTdgWlsG2C2huSrNpRZ1IJehA/Tk2Qomb6Ju1o53vkQbABIqv73DUtRDdgPbo8JRNinCcVGIjPYpJzKhOQ6pfVy8SpPUOJNrCdpPGQrvzevqk5o7jXEJKRouXiNDZhond1Jdjym5Uz+F4Jh0iRHNjnekfrGv/AJXCMonfySwg7YRgvfWZpBpRvYqKM5xLOHd257KbbUTSPI+GU0wKVZhDxflwINePAwPu3GvbnRLftHqXII1zMecYLS+mKkdKWUlxWG1Ok636CRHdM0jl47vOt3v2+bQHfYKUpwf/sCV/TLUobYM3D+B59NP+iAqVmh0CisFkl9lr+D51xxy72o9UWmLXxvqZKpIlObVHP0lcOHEox0N5ILkr31e9oE+Xg/7UFVGFUv9kP3Pe5rPppxx3Wh79jWORc2SM4qzP5PtlZ7ubj0h/Y9+FlP9ERI6eGKaMGQ4tDouN2gaDwWAwGAwGg+Gtg31UGAwGg8FgMBgMhoOC0Z/2geoyFwrc059M5kTaQX83lXvcMZPxaOKejoiiRyyMzvCfquNQlYLqLgeSYEpDugxjM1xK1ZcWhC+PmOgUO1QFidQhhj3rKt0/mrvCydlIgRHJ1o+hWFI/2BaGpBle1bazrVQFiqlrpQLKJqRmxahSbEsoKY9PKXJtZVuKCkljSSag8xNohY9JoWIIWdtLBSmGr3mfR/dA2Lu8FAol5Vnfq4DfkDJEX64sd8f1oMXp9RwX9OXOnjAFkD6p/e8nkiItKUw/rAc9h+UpOG7/ttnlrzludl3+mFQGpVFMRPtIySA4hkkZ1Os7e1xHc1ySgkKlGtKVelOubFVKoWIKaQ9UsCmJJLbUeWg6aDgcqxyXTJpZFkhAWBJRGCupCCd4SwVonaQulUeSXw149JFkQjiWS0ocfa8XZdNvtGyOo1S/6/PyiLrS5p2OwjF3anX+WBM8MmlpjOLB8sbi+TrH+Ypx4SRrZCLS75UCGFOHiyUUJK1P/bd6VDixHVWeYgny/r/FRyXuqyoPz7N98EO+B5TKS2oTbeorseG9TSon3iWSqwrnWY652NzD56jP1YG+xTGyB0kYqb7GNuhzqOTI99GkOjf+ykv7cJxUriwqdP3GMcD6v7y1I39cPcpdo9NDCjYlJZXzB+evuoiylIIUbPpbPea9A1FRNAwd2EeFwWAwGAwGg8FwkDjcJWUL2tvbI+rchs60Wz3Qr2WuRHKlhNECrn7x6/uoidmv8tdbwpva/NWP8EZsXZngOa5i+JtKXdncwKv15oo5Vzy2YgNyUWCTLcsQEZk9yWmsK7hasQsrrFyt4PM14hBbHeNKP1fVGanQe2lTgqsfXJFjnXS1j78zesJnc8MnNwKG6r8N9k/1M3cGcicUJ32BbaFN6StcweYqLVdC1TbeJvGB5EZHEX+Fz4+qZI+7erlpszh4LdvejlwnWj8+r2U3c3VA/x0rlNysqb7A53EFNrahkityGsXhpm6ujjJ/CP2evqIRgPJSRkZcWxnZY39xFXHzTrf5V/ua/cbVfc4rjASxvbqSSDtytZDl0WZczdY2cE7juKT4wYwGF81gGdou9lssysB+5HNUE5/nGPngeOE1fpQxl9OE8xHmEo7b2PjiHwkaTXx5q9tYzdwqvjCEK2/KeBedem17NsrLDau0NfurKhL50KhFLDIWi1iHNtEWRuRquPmadufcmArkPyqORJZYJ0bgfvJ//yYiIsvPODJ/zouuBVbd9y6PfqbzVxvGMO3L8pib4uVtbpVe/YZRW0bAOUfyb0i+K8blxjHfz3w239WeiIEXhU4Kh3ibttEXtAefo8eMqHGTeEgIZu+yPeGNHOjfFPQgI4DvGEYcdUz1pjgvFuPYXcvxSpuddKSbe4YS+HfjocDokvT+L3oLMSz2VLS0tMgll1wi73znO2XChAkye/ZsOfPMM+Wxxx4TEZEzzjhDampq5Oc//7l335133imNjY3BMufPny91dXXyyiuvvOX1H8kIfVAYhhYGAi8Ew9BC7EPYMHRAeqJhaIJ/7BuGJg73lfyRjmHxJjv//PPlueeekxUrVsizzz4rP//5z+VDH3JQLw8AACAASURBVPqQtLa25q8pLy+X73//+9LXl8yIvDeee+452bVrlyxbtkxWr179VlbdYDAYDAaDwWAY8Rjyeyra29vlqaeekgceeEAWLlwoIiJTp06V97znPd51//AP/yCPPvqo3HrrrXLRRRfts8zVq1fLkiVL5IwzzpDPfOYzcuWVV0pxcdIU3PimEUJ+ZHPTUmskFwDDtV3p7DP60uENyP2RfAiCELeWTU1qhsu5kTQzyJBkkp7D+0hnooZ/TD+/IheqZCic7eZ5brRj/UhdcuFpUlRcnWMb2kmtYnmhOjE8zE2XFV54PWtrbg5jH5aCUsb6sY1KO2OEgJshBzLJ0LSIH2rX8kgToP15X01g07GIW/2mDeg3BDfaUQue12udyiMbWmO5RLycBLm8DKTvEKNRV9q0J0Cb8zfvhzeXMyy/q8NR0Kpy/cEySAMh5cnfXOme05DLcTAQERegv/EaP49CJvEMjjke02axOWZMZUGinvQPPps25bymG/hJj2K+BNIjiRKMv1COH9IpSIsoRnIB2kxpgvT7gQgVcU+vsztto+OY5YbG6t51ov20j46c7KKyfAbB+YEb6IsCuREaxznKaV8qOceL+H5ICqjOgTHbcC4s9mgnuD7nN/RZ2sbf9Iy+wzgfVV6S+J22pu9xTqUvKO1p5UMv5c997ayj8sdNbe6dQYpaiFrFvCMcL7tBwQyNYRGRqnJna+1H2pFzSVFh2G9KMPfou84bw/BZUhH5nBCljX3LvxNog9gm9dAGadaDNuX7mdco1Yl25PPoN0RtVfJvjPHYJL51F6h0Hi04Kfog4s+ThqGJIR+pqKqqkqqqKnn44Yelt7d3n9ddeumlcsMNN0h7e3v0uu7ublm7dq0sXbpU3v/+90tFRYX88pe/fCuqbjAYDAaDwWA4TFBQcGj/O9QY8h8VxcXFctNNN8m9994r06ZNkw996EPyne98R5599tnEtZ/5zGektrZWfvzjH0fLW7t2rTQ2Nsq73vUuKSgokKVLlxoFymAwGAwGg8FgOAgMefqTiMjixYvlIx/5iDz11FPyzDPPyKOPPiorVqyQK6+8Ui655JL8dcXFxXLllVfK8uXL5R//8R+DZa1Zs0Y+8YlP5P+9bNky+dGPfiTbt2+XiRMnetcytKjhR24ymlTnQqdUkSFIoaoqyYZdfQWesLIJqQcMX+7IqQhRnWZirQuj+5rZ4Q262haGEj2KTzHpGeE8D6omRVoPwbA9aT2NsNmuTirsZMthSJj3MaReFVEF0msYSqZyBMOuMXUUDY0z9FtQ4GxAGgh1yxmS1vIYHma7WDaVj7jKoGVsAdUkppnO8toDeSM6usN9RBuwv1gGqXDbW7OKN1S7IX1kMugctJOvPpNU1+I4okpZjOqi5ZHW0YAcFBxTVKehkpmWQZ/uAoUqlC9h73roac4JpAGQptcVoVxsas6qJFFJbPI4pxTEMthfzP3BcaIUA/oK28W+Jf2Gz9k+kK0L2x2iUGTr7aLH0+tdvZUuwbwuPahnBZReOIeUBBTQ2D7Oi/Q9KtF4qjW5JrDf3mjuyh/PhEIXbVATyItCiivrRBok51T2KTEYmJarYAOW7eVR8NTysnUlFY1qaWwv7cH+2N2X9QX6o5/Xx10bU5nSevhzRvi+2Byu8zUpTzc+8Lf8MfNbhBTcWI/m9p7gtZxbSfttwvVsuypzkcbH57Fsjw6aTubO6Oh2tiFoA/p9SWDM03b0UyrFcZyPquD4SlL1qIrHOSs2B6qPV5aBVgWKFedi1p8KZ/ouUfWz7Lnwu6ktoqA5HERHCodCuOAQYshHKhTl5eXygQ98QC677DJ55JFH5Pzzz5cf/vCHkkr5A/ass86SuXPnyg9+8INEGS+99JI8/fTT8k//9E9SV1cndXV1csIJJ0h/f7/ceeedb1dTDAaDwWAwGAyGEYVhEakIYc6cOdLf3x/cZ3H11VfL4sWLZezYsd751atXy3vf+175yU9+4p3/z//8T1mzZo1ccsklJndmMBgMBoPBYDC8SQz5j4rW1la54IIL5LzzzpN3vOMdUlVVJc8//7z85Cc/kYULF8qYMck8CSeffLJ88IMflFtvvVWKirKhyXQ6Lffcc49ccsklMnfuXO/62tpaue666+SJJ57IK0yJ+AoKSm/pDqiaiPghvxjtSFEeUBsS8cOaMb1tDcFWRBI1kUriU6FYXjaUOTgY/p0hRobzQ+d5LpNxZTBBDyOWtB9pAEofI73BS6KEesQSMWkYne2migSfTepEeTBRm2tLyqMEMFmWs3VRQHmD/TJtgqOGMNxMug/toW2k+hPpFxWl7tmkWZHKEMppRduNqSQdxdlgXCRZmtKbeiJUmDeQyI39RWUm9RdSXujrMUUtUkLUL0groP25LsBjUm60Hr4imGs3FatIAwjRPIoiycNo64pIEjAdzxOqw4kZK0rDifdIKyGFTqlpbDfH0bR6lzCKifdo9/acGtCElKsTxwupE/TPUPJOqoexHpxvSA3biURh2v98Hp/B8ULKQU2AOsp5ir+z79jPpL2oyt+8me5dQ8UkzqOxeXt/lIgQ1UTEtzvHv14zHvanz3LOpaJaEyhZep7P9pTaMOZoj5D6UG9E/YmUSM4rHNtKsaXKEylPa37zev546YJp+WOqZKltSAfiAmEbbEfVxinjK4Pni3N+Mb4aSnIlYWIHKbakIm/K0exoO9JJPZUs9DnHjLpnOZ5NX+b7g1SikPIc+21sFZMFhlXZWJ5SAH1VxHACQH8uprplth7vmFadP7exyc1BsXFJZcoYDc8wdDDkPypGjRolxx9/vNx8883y2muvSSqVkokTJ8qSJUvkm9/8ZvS+7373u3LyySdLRUX2Jbtu3TppaWmRM888M3FtQ0ODnHjiibJ69Wrvo8JgMBgMBoPBYDDsH0P+o6KsrEyuuuoqueqqq6LXPPTQQ4lzc+fO9ZLjnXnmmdLW1hYtY926dQdXUYPBYDAYDAbDYYvDnUE/5D8qDiUYblZqRC82hjOBGhWHGPJjQqiUZEOfe3qd+gEViUgfaaxzYdRQiD6WBIbUH4avRwfCrqRZkFbA8Crb4quSKL3BnfPtwXBtmHZE91OaEp8x0MNkTmF6GUPgSp3wKVvuafsLy4r4/aWICU50RygBWqdYoibWL5TUTcRRmkg/Yug3RLcS8f1Q60FaHevMkHpsIqRttN79A6QiuRtJL4rR6bQutD/ySElrJJkh66HnfSpXOGEjw/WkIKk/8RmksfA+L/Eik6XlrqkEdcGvhysjRG0TcQnI6N/pfhfuJx2wqT2sZlNWmlReidF9WkAvIiWH45I0MPc89BeOS4vDlCb1FdqOPhvyCd6XLW8w8TwvCVgmTIXgONGySc8hjYzjqzcyFpXeQr/yKGd1rv5M5BeDqpBxTub8S5+kD40O+Lg3RvCM7gjtjEnb1CdJeYlRDr36B9rIuY500W5S4pj0Ee9W7XOWwfFOytO9T27KH2vSPBE37lhnjjk+u7AwPM5D16c8up2zDf82IKh2pL5KGhFpy7EEhUwCF6Jpsp5UcPNoaRhHOgb4PI532jo2LjXvH89xvLBO3txUwndg9l7Of6Q2Hsj8cLgrKw0HDBv1J4PBYDAYDAaDwTA0YR8VBoPBYDAYDAaD4aBg9Kd9gEoSGjqsR5Kt3XtcSJLhSYKUIFXWYOKyVL8LaTMcTsUchvM1PB1TGaF6CsOarJ/WgyFXho1Jf2AZDD1qGDcWwiXtgUmgSG8Z6yWYyj6fFJSYStbuPQO4z7VLKQRUT6HtSDWj/bxwfV+SVhALy76+ozN/TJvp9XxGS0cy3C/i02VIgVB6Q4xCRUoW7+vqdfbo7MmWXQulD9Kt6Ielxa7sGH2oN9cG1pkUFFInmtudH/J6bQ/76PUdTIYUVkehiowmBCyBv9EPYv21p9f53oyGrAoSE7KR4vNGs6Mivv/ocflj+pM+c0ylewZpEbMmObWg/93Unj8+/si6/HFLzmYcI7Mb3X2dsMGocmebjU3OZuy7v23eLSK+Itir252fchxRcaY0oFRFmgLnOtI5aOspY935l7fqOArTo5j4iwnZQtRA1o3JINluKuaQiqH9T1UjjiMmiaOPbd3lnjNlfFa5jVQp9Z+9y6MSECkovQHqVGEkaSLL0GeL+ONc7d4OFSq+P2jHmKKPUk94Lel9qX5S8sK0s1Q6+S4ZUwm/CtAFRfzxquOcdmSiOc4fpDytfOil/PHX/+FoEfHHOKmefG/3pVw92Kec89vbUolzpOrQplR34nt0ek5pjc9gH5FCV1kZHgOqMsb3C8c2y+O7n9fHVKsUY2Ff1p9zsa8emTxHVTz2F5Pdqv9yXue1HAM8T6U1vjdEwn9zGQ4t7KPCYDAYDAaDwWA4SBzuuc6M/mQwGAwGg8FgMBgOCgXt7ZAUGcZYvny53H333fl/19bWyvHHHy/XXHONHHlkNmRaU1Mj//7v/y6LFy8WEZGBgQH56le/KuvWrZP77rtP3vve93plFkLlonsgG45jEh2G63ojdBqG9lVZiKFihkYZwifthEmDNCTJUDHv24EEQqQXkQaiofMeT73B/U6qA8O/pCHo1zhtwIRmNeWu/ts7qEgVTpym4U7WkznFOjwaCEL4uD6UlI1hVJYds42GaEOJD0X8sDIpTTUI16ttWC6VMti3bGMqoFrD+vN5VDIaiFA7tAzaixQKIpbwkMmV1A6xlZgYXY1Ul6YcLYpFkAbCfib9kPVWClUTKFas86RaF3LvjKjgqF8zARzpSn5yM1dXqrtooquSiCIKQRuQRqHULyalo+3o35wrvGR1XUlFOvoSKT6ZyDjnHKI4ZnoN7nPnn3/VSXXPneoSWZGyuTVHUzpqirNpbOxTiYb9rMf0zTrMhUxWlo4k4lKKHOcG9u27Zta6+uHZpBVpn544y/XRI39y8uS0KfuFNELSmJQ2Sf/m82Y2jM4fk/74yjZHY9OxxvnBo7iSRhpRm9N20WdJreEcQ/oW6T5aD84xW0FRGwv6L2lHxQGVPdaf/UxKIdvL8fyj+18UEZF/Ov9d+XP0CaoUklL4jmnOx5sDymgciyEFOhGfrsZkhG05qq9HE0I/E3y3crzq/EW/4nuA93Ee4FysYD8zaSXrx7ksRCOkT5M+Wc+kq1iqJkVRVa3qa9y1pGayLaRexf4uOulINx6HElKSVM97O1EqYWWytwsjKlKxaNEi2bBhg2zYsEHWrl0rPT09ct555wWv7e3tlfPPP18ef/xxWbduXeKDwmAwGAwGg8FgMBwYRtSeirKyMqmvrxcRkfr6evnyl78sy5Ytk56ennxmbRGRjo4O+eQnPynNzc3yq1/9SqZMmbLfsiuLsl/LLVg148oKV2+5gsJVuDGl2S/1/9noNllyoxVXA7nSwBVA/YLn5lZf39t9yXNVYRM2nk7MreTG8h5wlasvHc4VkUpn69ST6s+vPHBFsb03rLtPnXyuOvWmstdz5b6nP7xKxNVMrpBpFIEb1mLXckWO0NXgioi+PvucK54d3e54Qm4FklGqUM6Tvc9zc/O43KbyWP25Ss8VKPY/26irSv5GWFd2byq5EU/E10wfNybbLq66v7S1I388Z7JblR4cdM/uQht0lXNcNW0QXmGLbehTm9AeE7DqyxVKrupxBVA3gnIFmSt99CGuErIM9RHWk5tYq7Cxmn2RofhBoYuYqJ9NRZ1au1z9YxERjteXc6vZnBO4wZs+y5VyrjTqvPHqdjfHeBr43JjcyWids5NuCObKIsGVXl7DNmp+DUYkuCrMaGNhYVhoQKMxLJf9yQgt80AwwqXz5RutA7Izt7mWY2cCVl6JykCUWsRtet6wxY2d6YhUPffyrvzx0YgEcROttofRC67uliN3Cd8VYzH36HxeN8bVkyvpnHs4l3EFW1eX2zCGp04IjymuYHM86JxAH2xudxFS+iltwE3ZjFBctfpPIiJy2ryG/Ln3zHLiCIyCcEP+XzY6MYXQ5mb6N/2jAfVmZDf0np050UWhKAZRE4mch95TnGdjOZs4RnWeZD1oR74T+I7f05sUPxgcdM8g/A3ezlcYfdCIw+ade/Lt8qPbg4lr9wbrZxiaGFEfFURnZ6esXbtW5s6d631Q7Ny5Uz72sY9JYWGhrFu3TsaNG7ePUgz7Q33khWoYOqjxFDMMQxFFkY9cw9DBzt2HllZg2D/0g8IwdBFb0DOMDIyoj4r169dLY2OjiIjs2bNHJk+eLPfee693zbe//W2ZNGmSPPnkkzJ69OhQMQaDwWAwGAwGg+FNYER9VMyfP19uvPFGERFpa2uTVatWydlnny3r16+XyZMni4jIRz7yEXn44YfllltukW984xv7LK83k9zkW1wU1qRnKJ7wtcWz5TFMSdrU7ojmOEOxuqLJzYjpgfCGYH8TtStvWy7ky5Brdx836rrnccMyV1OVVjB5nAt1M0TOUGssLNsW2FgWW8SIbfJknfSYbWU9SA8oFWyQH0hSqEiLCG1yF4mHnnUlhteyX+g3pK4UeZski3PPYMg6bAOGhLmJcnSllkEK2/51GUgfYWhc69cPe5DKFdpoLuLTg9TneI7P6x8I0wgZXg9tGK8A3Sfd7erB3AOkl+l45WblXq8ero3sI44prROf3doZ3vTKNtIPtQkcC5PqXJ2Zi2NXh6NW1AZoLCJuUy43v8eiIDG/1mfyd9IgOaZCmzmz1w8kymWf0z/KI6ID2gfcXOxvyHZld4OqQdpRSFOAVJ0Yxc4rOzemOD+XBDb9i+xFS8uE86WobThP0T+4iZZ2Io2N/hm6lvOAPz8kKVS0EaOaobw5e1+fzo9Fd4730de3tzqqUUgIo7I8TIVhX9DfOB9qPUh5evT5Hfnj2RBhID3Hp8UlKZa0HfuWdSIVle8NpW3FqEa0mUdtwzO1uIEMN52HadfsI/qCls0N+6wHfbOnD1ROjDWd45ivhPMijwmWreOS74nY+y82poaDXOshr+Mhll4aUR8VlZWVMnPmzPy/582bJ1OnTpXbb79dvvOd74iIyJIlS2Tx4sXyxS9+UQYGBuSyyy47VNU1GAwGg8FgMBhGBEbUR8XeKCgokMLCQunp6fHOL1myRIqLi+XCCy+U/v5+ueKKKw5RDQ0Gg8FgMBgMhuGPEfVR0dfXJ01NTSIi0t7eLrfeeqt0dXXJ6aefnrj2rLPOkqKiIvnc5z4nmUxGrrzyysQ15YUuFLi9KxtT8kOCznwM8/mKOY6mUNezW0RE9lQ6yhCVSFh2PULgVH/ScC0VeLZBcYLKFgxDUy/+hdezKhekLu0O6LKL+CFJhlc1lMnfGfqtLnPXdqVJGQE9h3SkXLtYHqkmpEhQpYXa8hp1pPJNBexRVhDWCK8qQbg+V3TfYFhvnvUj5Y2UhTxNCP05a5Lbv9MXUbMh7UXbQuoHVUZoa4bo6RfqCwzr83kDGVCbRrt20d/oC6p4EqOXMALu54QoTFxP23nPAB1lHFRfQiFwSt3TpgRpAKQ6NLUl82VQZWhSnbM1fY90Ke1zUmhIDcp4uT+Qm6YzueGXNC1fpQV0KlSWakGk003LKe/Q91L9SaqJiMgbzU4VqBFzgdaV/Uk7+dQUdz7U/6S/xKgf9A+2RX28pNhd3DDWtbs8otBGW3f3JXPG0Fc4R9Lu7FOlDDHnAscR+4Vz1hbka3jHNKfipH6TiqjvcWywrq2BHEmss2+7/KGnVMX2qv34zmhqc+3mu4nPIR3X0XNIWyPllIpr4Xed+hPHFv2D44XUy/qxbn7QPBRUeSLl6eaHX8off+Gjs/PHVH9jH+hc2+HNR85OYCNJGZS26AtbW7LqTlR1JG2RY4NKS3wXKw128073jqf9qXqn14r4fxPoNd294bxUft6ssBiBUjlpD75rvJwxoEjt3uPqoe8hKiXyXUIKGKl+9OtGzJOGoYkR9VHx+OOPy5w5c0REZPTo0TJ79my5/fbbZcGCBcHrP/7xj8sdd9whF1xwgfT398vVV1/9dlbXYDAYDAaDwWAYERgxHxUrV66UlStX7vOa9vb2xLmPfvSj0tzc/FZVy2AwGAwGg8FwGOBQ79O2jdpDGHv6nXmKCnNqEKR+pKiSE1ZMojLT64PZ0F0adJq+dDhR29Zd/j4QhYbGG2uQiK7fhVT57DFeMidXttKDqCLhqeCgXaTOkIrDshVe8ppBZyeGTEMhfBEXit8ToDNl64wETV1hGpPSYvi80f1htRgvOVgx7N6eydXNnes4AEoOr1F6A2lTHs0ioNwi4lMqNLRPKgTbTcUhJmJiwjV9Zu1oqnyFfZZUDNqGYXKlr7RF7P8yEuExkVWoH+krpAwwORcpFYQm9mpB3gCqhRB8NqlQal8mv6KvkxKQ9nzIlafjhzQc1oP9khkM00DUliyX7R4PygXHy583tuWPSXVR+lOMDsYy/KR+SVW2mQ2OakSfbWpzc9OYSlcG7attoM+S3hBTnuL8oOOVPqi0tb3rHwNpNgqqDLHvqI4TSshYWux+Jzhu2Y8cu3RlbQ7tRX8jTY+2YV11/vVU5/BwztVlqWRCQdaDSlE+1c/ZgPVn32kbeN82jCmWTTU0X/0re8w5kpQsUmsKC0FjSyVpfbyP1CtSnn667uX88XfPPTZ/TAqglsd+oa/TBqQucV7TuvDdS9twLiaVaMBLsJvtA9IdOY6onrQD45J+v7EpS3OMJXpk37IenMv0/UZKJ+sxrcbVL/S3gYjzz6OmOCogFfk4nvlsHsfGoGHowNITGgwGg8FgMBgMhoOCfVQYDAaDwWAwGAyGg0JBe3v7IWZgDV2kCxzVRSPLpBowPMywJ+kmpNyo+tDOPeHELqTL1EZoIBpaZHiTddq524UTqS7B0KfWNUR54DNE/BAtFY6UpsAQf4hiJeLTR3oRyu5D2ytzYVdScmjTSo/u455TUZqkAdHmpHgxvFqCkCpVvDQcO7qCYWBS21yd20EZo8qXKl8xeeJOUHVIb2DIvzBAneC17Ocu3JdCnegrGm5mqJvqSp7yEfooRk3RfiTFgP7L86SEkHKjz2EfsS9I22F4PZRIkHSKmFoa7UvfUh9n3UhhY381BFRm+HyOlx0eNSisujWx1lHDtH6pSLJI0kR4DdtIv1H7cW5iv2yHKgzrwbGh9/Icn7GpeU/+mKpVfqKz7HNifUuqWWh+E3EUJPoBaZDsO45LjhPtU/o6+4K0EtqJyk2q/kRKH2kbpIyQjsI5lepvG7ZkaYIxpTuej1FYdf7ntbQ/aWd8V7BP1Tak2LGPOLZj9EJ9PulxfNeQRkYVL87tSjvz1Nnak+pFIv4YoH1n5PqRdEaWR7+hPa6+84X88T+d/6788Rs5H6evLzhmQv44plRFX53RkO1zUvrYnz4F1JVRWpJ8d25pcfVgH1ZEEkeOCtCpSI+LUUtp93FjyhO/099i8zP9kLbWuYyP5nuW/hZT1iT9qmH00PzTtb8wabe3E8WZ3v1f9FY+/5A+3WAwGAwGg8FgGAEolfCew7cL4d10bx+M/mQwGAwGg8FgMBgOCkOe/rR8+XK5++678/+ura2V448/Xq655ho58sgjvWsvvfRSWbVqlfzoRz+SCy64IFFWKpWSm2++We677z559dVXpbS0VGbNmiXnnnuufOpTn5KysjLv+t5B928NQ3rKC1TBQMiyB9d4yW5ySdZeb0kmIBLxQ9YMtTO0P3FMNsy4uS2cwIlhaoZaGa5VmtCo8jDFJ5ZEiWUrRYLJhkgvYeJAJpLbvNOFcUM0j5ry8Hf27j5nJybWa++FsknuXtKOWI+KbhcWHEw7Ww8yMdbYrDIFE/aR0kA6ChW6GL7W8DTtwT5iOJf0APb/1JyKD+8jBYy0NIbfSeFR32OImSDVgWFqlkH/VAoBw9Tsz2mgkhTDIExYpbSR8tIwrYvtZTJA0tiUNkA7krpCvwrdJ+KoS7F2pyOqYb1IJDYrl1yLlCe2hRQf0hRI4Xhte1aZhVQkKvS8AfoFk5gxESKhfVoYWS4i9YfJJ0kV0bb7ikVQdgMNhwnhODa0n4+b7eYHjpGeSIJNqjulc31DPyW1NJY4i/VQX6Uft3SE6Sgxaqvey3q+sq0zf6xjVWQvBTz43rwjavPHL7yeVe6iMhLV3OgrfH9sa3XUHq0r30GFETpVG+aYEI2JtFba5sCSXGZ/oKoR6S91qD+puUWoh/oklet68c6jPWLvI6V4/vGV1vw5jj/2HVWeODdetfpP+eMF78hSnWhT0sQ497B+MeqPYhYS8qkqk4jvn7S1UsNehr+RcugnfXRlNIPGpLZhcrxYMkP6ShdUrTRRbgv6kO9F+kosSaQmtGOdqZzF+nOOYTJhXnPaMU5FaiihMDb5vk3IZA5trGJYRCoWLVokGzZskA0bNsjatWulp6dHzjvvPO+avr4+ue++++TrX/+63HHHHYkyUqmUnH322fIv//Ivcu6558q6devk8ccfl6985Sty5513yjPPPPN2NcdgMBgMBoPBYBhRGBZ7KsrKyqS+vl5EROrr6+XLX/6yLFu2THp6eqSiIrti9+CDD8rUqVPlkksukZ/+9Kfy17/+VebOnZsvY+XKlfK73/1OfvOb38i73/3u/Pnp06fL4sWLpaurSwwGg8FgMBgMBsObx7D4qCA6Oztl7dq1Mnfu3PwHhYjIHXfcIUuXLpXKykr52Mc+JnfccYf88Ic/zP9+7733yqJFi7wPCkVhYaGMGTMmcZ6qOo6WE1aLYWifVCKG5ccPZEOBA5lkeF7ED/kyRMiQ+s49OQWFiGJKX0QJiMcatWQIlAgpsIiEqQekRRQcQCpJqiRRvaM6R3XZgzr5ykfOjqQmlcCDt3dk2z4KFKpe2FoqqcoARRFJJoQayISTxBH0j0Kvv7LPZ+iXoXiGcGNKL9qPNCkVVhhyp9+wT/XYp8eFaW6sE6lVhNaVvkRlqXERlSHSAJRqQb8hDYT2a3yNQQAAIABJREFUoI9zDOjzPdug3VTmYeic6ifjc4oy/QNhJTZPxQW0LtJDtA3jIqpBlWVufiK1jeNIqQL0dY7hBtCimHQuRn/TvmZ/kiZCO5KGRcqV2o99QdoJr6XP8phzY6jOBJ8zDhQTrSv7gv1cPprJ6mK0nUyiPlRAK40oBPF6dUMq3fFa2roMeb/eaHYLVRwD6meksxFM9kZb03/Lc3SpmIJQDCVe0rlsGRzPnKfS/e486WDsL01GRl/i2ObcRLqMwBW0XaThtHS4MRyjUra3uTq9Y1pNogzOe6QLsi9IL1TKk4jIk//bLCIix0yvCbaLdp9U58reivE/rT5LGdoGmiz9lPTDGMVWQRt0o13ja6hMhySoKFvtS/Wtjm5XRkmx8zHWj8kD3fvIldHcRiU5R8mibZgwMPQeLSoM/07aH8di7F1sGDoYFj20fv16aWxslMbGRpkyZYr8/ve/l1WrVuV/37hxozz11FOyZMkSERFZtmyZ3HvvvdLX5wbIa6+9ltiDYTAYDAaDwWAwGA4ewyJSMX/+fLnxxhtFRKStrU1WrVolZ599tqxfv14mT54sa9askYULF+YpUgsWLJDKykp56KGH5OyzzxYRf5XhQMEVnO6B7Jf/7j1uBaUksCFw7/NcGe4pz35997aEy2AV/VURt7JSVpKtR0c3VnoDq4LZ+8Jt1lWH0IqIiL8ayFVTrlLs3N2T+39vXoOdK5FctexJufrRTtwIqqssPFeIa7kSVlQYjrBo2bH8FtqHIr59BweTORq4OtqXDut7s060pV4zOrJRPraxmlC/6MTqU2zDIje90r4sWzcyczWL/cV2cTOyr5OfztUjrC2eikSZCF3xDOWd2PuYUQFeryu8XC32nheJwIVWyunTrD+jJLyPq5+6cs2NxIy6cOz0Y/Mcn6l+1t3XLyW5uSKUD0bE73P6UFEgSpaJbGJn/4c2NBOjIvkXYiuHnOtC5dIeRGEkKqvRHa52M+qSjow/2iwV8AU/IhWes+hPatOdu3ulJifC0OmNo7Bef2EkdKB9w3rQlxldY6SYfaBlcB5LwXasRyzvjEZsGA2JbTTn3k+ueGtdY5F1RuhoM/qy+gX7luNofDVytURESbSPjp5SLS9u3p373d1Hn+V55qFgf2mE4i8b2/Pnznr/lPxxLEeV76vZ5/AdxL6IbdSnndSufB7bzfmoN8X3GMdGtmzff/KH3riMjUW9huXSZ9ORvFn+3w/ufIglwbFa7OW3CZdhGJoYFh8VlZWVMnPmzPy/582bJ1OnTpXbb79dvvWtb8ldd90l27dvl7o6pzSSyWTkjjvuyH9UHHHEEfLSSy+97XUf6WBSJ8PQBP+oNAxNlAT+IDcMLdQg6ZhhaEI/KAxDFzHatWFkYFh8VOyNgoICKSwslJ6eHlm/fr20trbKY489JqWlbtLfsmWLfOITn5BNmzbJtGnT5JxzzpGrr75a/vjHPyb2VWQyGenq6gruqzAYDAaDwWAwGAz7xrD4qOjr65OmpiYREWlvb5dbb71Vurq65PTTT5ebb75ZPvjBD8q8efO8e+bOnSuzZ8+WNWvWyBVXXCHLly+XRx55RM466yz51re+JfPnz5cxY8bICy+8ICtWrJArr7xSFixY4JXBVPEabq6N6G7zWm5AZoiwMpcHY1R5OFzOa0mXYZhc9Zu5caux3uluc6NoLBSvof0YXaUksnkxtBly264emTI+u0mLm8Mqi1z9d3W4+nMjYBM21Gpdu9Bu6l3Hwvl+yDRbb7IOfNqUqwfzinR0u/5SygdD5KQBjI1QBcpLSWnJPocha9IzqrHiyXAu6U0aruemXobFi6GFTa110lE03N3RncqvspLqQBqOv1HY2YzUDm4sVHAz34FsFNW2kxJAikeMquHnVNEcE6RshTd7MxTvb8rNPv91aMWzb9nnjPSEqAesG485Hlg/bkZuaqeu/WCiDLYlRuHwKGi5viP1jhvX6ff0BT7H0VFcPfkMrjSSMsQ66TUxugI3NxN8jpZdMcAcQGEqBGkn5ShbxwDHi597BYIHETqS2oMUjynj3ZxLnyA1kJENlq124ubhdswVvHb+XLd5+H83OSqO9t3rO5z/kkIzpjzse2y7+nsz3mOTsOGW7SKNiRvJ9Rq2m5ul2Rc+ZdPNK0rpVZqOiP+eYHmDg2FKno6dmM055rh5eMExzr6aPyT7nGx5pDw98NTm/PF7kX/liIkuWs+xq2OANmedOEb7I/QhnQ85BxVG/mbgBm5u6tdDnvOoUAFa3d7PUZ/tHwjTzzj3c+6c0eBELkhtVnAu4bsrFZlj/h9Y7Ia3GcPio+Lxxx+XOXPmiIjI6NGjZfbs2XL77bfLnDlz5Fe/+pWsXLkyeN/ixYvlrrvukm9961tSVlYm999/v6xcuVJWr14t3/ve96SsrExmz54t5557rpx44olvZ5NGDPSDwjB0YbSNoY/Y/ieDwWAwGIYLhvxHxcqVK6MfDSIiLS0t0d+uuOIKueKKK/L/Lisrk4svvlguvvjiv2sdDQaDwWAwGAyGwxlD/qPiUIKhueqybNhyV7eL85EykIrkmAhpW1NxpNxT9HHPIxWGNAWlQPB3X7knrLASyp0xgNVRhm1j6g3U49dH9kTUU5j7oT/jKFnMtcAwuraBFAMqW8SoLqy3Xu8pPqF+bBfPpz2N9WwZMaUaKi3R7n4Z2f9z8y2fnQnFgcWnt+jzY5usvZwmyLVAO2m0WylzIr7tSNOjHRm+pn9quJvt8sPsYUUnhvYVlWgXqX4cO6Re0Q5UTFJQkYb6+n0BNRYRF9onbaPEoxSFx+KuDvR5rl20He3FOYF+UyrO7q7OyfwiIr49Ymo2pHVpu0hpYP1YD9Lp6mscFacwwFkCe8ijjwx4KlNu/KsdOMYzkXnFy00ymPRfzgMDkdwl3vjyxlr2/2nMrYURShmpfBwDej2pJltanGoQaUxEV6Terp7MO0OarDvu9HIhJd89pOwVRuxIaiO7Vv0pNt97OTAiZeshzxXGFNVwDftUqXBFcLJY5I4UXL4rdG6iT3M+otoR+4JzT8i3SGEl5enZl3flj5mngnOtUrjYlqqKpKqYiD9GCbVZV0B1TsSfm9jeUD4H9otPXQqPB9Lp9J3lKZrhFck2xmiVqdzcQ//m30d+/pPC4Pm0RXSHPExyxGAwGAwGg8FgMBwU7KPCYDAYDAaDwWAYoVi1apUce+yxUl9fLwsXLpTf//73+7z+t7/9bT7/27ve9S657bbbDug5Rn/aB3waSDYh1Z5el5o+7YXf3THDkwypqooFQ48EVXcY/mMIuT6XGKsTYdbtra5OXrK9FBO4uTJ04y6VrLbtchQlhjJjCaGa2rKKIQ1jXaIu1olRUtKRqERDO2jY2Eu45YWjw4lxWCcN+ZZHksSR3jCmFIpaaWcHDf+y32g71o8hZl+dKKCuhTqHKEUiIkWF7vzE2opcnZ39aY9MJGzMuoZC4KQdxFQ1+MwaqLDo40mRoIpPU5vzQybwYrh7Vy6hXYgSJeKH8OtGs1+QBEwTFPYmqQbZOiV9Ym8o/Y2/92fCIXwqqvkKTMlxTHoJ6WWkgzU7wR7Zvitrs4mgUNCn+bztra4esYSB9TkqDvuI1BpSGGlr9of2P23D8byz3dVD/TRbRpJWMqHGlUuVL9qO8yXbsiPnT7EcHpt3OgpS2ksQmlR/6gTNhfUsLQlT+ThGdc56x7Sa/DkqMdG/iRi9paUjW97sRidhzvmeY5t0NfqFjmOPcor5hn4TUxBTRSeq0dGOpBSWZZJUGBGRIu1HNxT3Uj8Mq3z5ynnJZ5d7lENHeSJIvdVrSEWjumBZKW3nbMC+I5VIKU2sJ1WeSHn6z6e35I8/cGx9/lhpmHyXUEFvq/fODSfH1D6izWlflsHEdNtanc1qc+OL/kFqE+mWtLtHDc35HtW8qAg2pjJMV9rVmew7/k76GZ9NDAbodlmYAMmBYu3atXL55ZfLDTfcIO973/tk1apVcs4558jTTz8tU6ZMSVy/ceNGWbp0qZx77rny05/+VJ5++mm55JJLpK6uThYvXrzPZ1mkwmAwGAwGg8FgGIG46aab5FOf+pRccMEFMmfOHLn++uulvr4+Gn342c9+Jg0NDXL99dfLnDlz5IILLpBPfvKTsmLFiv0+yz4qDAaDwWAwGAyGEYZUKiXPP/+8nHrqqd75U089Vf7whz8E73nmmWcS15922mnyxz/+UdLpdPAexWFJf1q+fLncfffdifNPPPGEHHvssfl/N9YgAVqOVkLKEMOQGtIW8UOqDGtqaJ+qNUzKVIkQOcOGVLPR0CHrQSrBnzeGw/KkQ2jonFQphiGnIZkew+VjELZUegjpNryWSdtIaSCNgnQppVywHqRfMIRMhQ+Kqihdjc/zlGAQO92NtmcySUUR1oPKN6wzE1aRVjS+OksJIxVmF6gfhRFVEvpFy+5snZi0KUZjYPiadtL+J+2L/RXyTRGfZsH2Kh3CV+Jy7fJpLFQzcnVVqsWEGkebYwIv1p9jinQkpYQwXM7EWWwXQ/7so6OmVGfb1021mPyhNLc7KlcjqA6sH8tTkBLQOM7lcGE92JaxuXFM1ZiiOlcRUlNo9zeaHfWHijJK1SHdhmM/1s9VAfWvsQGbi/jUCZYRUjjqjyjM+YpP7vqxAeUYzlOkwpDyRjW3kHKbl5wUc2tpIFmkiE+z0CScVHwijcVTIcJkEXtX6PjnuO30VKhc2ROqw4pT0+uzScVi9qU9CFIKtb9Cfizi+2wqQgFVmiP9ylMj8+a68Nyj1J4SUpTwh8tEJOTjnMD5cnxuPiEVeDCiSEWbsQzafWuO8kiVPV8hz91HytNjLzTljzVxYVuX8zf6Jt+FsYR2anfOTfRN1onKWLUYRzp+/CSCrowYHZfjQfs3M5gc4yI+DY/2Jd1S39tsH32FPsuErr1MtnggGVYNHnbt2iUDAwMyfvx47/z48eOlubk5eE9zc7MsWrQocX1/f7/s2rVLGhoaos87LD8qREQWLVokt9xyi3eurq4ucrXBYDAYDAaDwTD8ULCXVPjg4GDi3P6uD53fG4ftR0VZWZnU19fv/0KDwWAwGAwGg2GYoa6uToqKihJRiZaWlkT0QjFhwoTg9cXFxVJbW7vP5x22HxUHAia6ywxmQ3MM1zFUyLAyP+Sm1rrQYt9gUeLacdWOBkK1KYYTGfGrq8x+LfZm3EmGfKl+wfoxfK0hXYbwQwm09j5f7CVzSyaaiykjeQlwmFAQ9AWtK5OcMQRKGs6sCe4+9pEqFfF5/KrWBIYifnI+JiPbuSf7TIZtSV2i2hXbS7qXhvNJUWLUmPal4ghpCGoPKtnQr0gfIo2CfaR9MBq+pLQqkb3pQ+4+UjV27nZ0A/UXUqgYzicVZhJUgdjnGgJnqJ59/gakkaaMdzQ8PrOiNHvMtrLPy0upahWmQOzIjRm2lX2r9JK9ryH9ZuqEUbk2hZP0URmJfbQValJqP473nbvDajekVs07Ymz++LXtzmaqUERaB0FqAucbJtdSvyBtjv5ButqsSU4Rp7s3mQiT44J25NxD2hTrrXSIggIk4AQdkHWq2I8CE/2D1BvSrTw1rBIoz/Vlr68BFY30yHFjnN+wbM7L9CftAyr68NmTQZvj+KoLUElIt+roxvwG9bUBj66YTDpXEkk0VhBItifiz19KzxtV7vqTY5v0vZJi9+wQHZDKgLT1puYwPdIbo7k5mmNuPN6tW0Edox2nTnBlvPiGow4rBZhzTDry7iI9WSlPIiL/fM+fRUTk3A/MyJ+j33NeppIVx5HOXzvgS/R1vhPYR60BBa6KTPg+/m3AfmHiP1WVa0MfcWwX4W8NzmXbUG99H/G9SCozaVGkQnFOYBtlrKk/HQhKS0tl3rx58thjj8lZZ52VP//YY4/JmWeeGbznhBNOkIceesg799hjj8m73/1uKSkpCd6jOGw3aq9fv14aGxvz/y1ZsuRQV8lgMBgMBoPBYPi74Stf+Yrcddddcscdd8iGDRvksssukx07dshnP/tZERH54he/KF/84hfz13/2s5+Vbdu2yeWXXy4bNmyQO+64Q+666y656KKL9vuswzZSMX/+fLnxxhvz/y4vL9/H1QaDwWAwGAwGw/DC2WefLa2trXL99ddLU1OTHH300XLvvffK1KlTRURky5Yt3vXTp0+Xe++9V7797W/LbbfdJg0NDXLttdfuN0eFyGH8UVFZWSkzZ87c5zUMC6vaA+kUIcUfEZ8y8nrKhesm1GTNHUpuI+InsiH9huhLZ0OZxUVpnAsnmCI1iaFFrTfDuURPJLEWlR80hE/qRyx5DUPWsXCyFu2p0xSFKQvtvXwOqRPZexkiJQ2LVCkRZz+G7ntT2dD9IO6j4gRpTD0Iy76+h4m9CnPXgnoToTwxFOyrFhXk/h9WaKJNSeFo6XDhZqVn8RkDkSRKpJrRrxmWV7dluJztot1Jp6GPK32FNCJSPDg2GBonxUCf2dUbVgqLJaijLfUxtMeONjduCYb5SWnRurKfOfZpj9g40Xr4FEFnDyabYjJL2o/zlFJP2FaWQZuSpjK2ys03TTnlK1I1SEHg82JKa0qd4O8c++wj0gg5J+j8FRsDBOtHemlXT1K1hkkaSfFikr02zKMKzrMcAxwvHMM8z/5Su7MtHAOkj9AvNFGiiFPyIU2kIpL0M6aGVlWRvai4vzB4LamXnAf6B5IJy5ggkrYm/Yn0JlKQWnJjhjZgsks+m/3F+UvbTv+hT9A3ORZbA8nZRES25WzNdyjHLWmE/pzqylPa052PvZ4/d8EH3d8csUSknpJWrg9GVYQpnbQN52KqiSnNLjZ2qHrVE1EN0z5iuTz2qKUYX/QFpSvST0P0WhF/nqKdfPUpoz+9GVx44YVy4YUXBn/bm+okInLyySfLE0888aafc9jSnwwGg8FgMBgMBsPfB4dtpOJAMKaU2tvZr2JGArjCxhXMkohOt67OFXkr3+7Lm6sVzIHAzXi62sfVU+reb97pVowqIpEDrRI/+lleCVYGeI2ff8NtRtZ7uYeKm6I3dYVX0/xVzIJ8ee554RV9P+9FciWaq9aMujDiwBUv9p32DTdicoUqtoLCzXP6HG7wZrsZ4aDGfUWpK0NXcLghm6s09CGu2BUFoip96UzelvydK4eMVHBVjxsS1Zb009gmT0YI2AbtG39DubMNc4JwwyI36OoKZGOd29DK1cLxGJfsF+Z20CgDV2anjnebNtvR/1zB5uZxXY33BQrCwgWxlXkdU6n+TH5MlUOvnzr51Osv8jbLJiOqXEmtqHJ14rwya9KY/DFX0rVOnFeYQycWqQht4E2jHoMR/2UfhMC28Jh+mMm4NnIOVD/0tfhd/Wdgsy/rWuLp52dt2pPql6pcVJOa/7FN8RTNYP9r21mnWHSVcy7rPTvXd827w/mRuAmc8wb9U/2XcxrnIEbGYtCyZzQ4O3JeZE6QwUg91A6Vkc32XElnjhSubP9t824Ryfr3e2bVJZ7BnCHbwAigD7E8jWBwXqGvMzcM72O0Rc8zOvHv61/LH1/4kVmu7EBuFRH3LiFzwcvxgbmaAhCcYzRCEPNT2t0XT8G8kutT1pPzL+dFvtM4d+qY6U0P5OcHP/oTzoViGF6wSIXhoMCPEcPQBD/ODEMT/GPZMDRRVb5v1RPDoYd+UBiGLkiJM4w8HJafgytXrjzUVTAYDAaDwWAwGEYMDsuPiv8XaJiRITqGRrnxLLYBTyk3XdgoxvA1KTLcmFpR6QJKGhbkBj0+j6Fd6p0zJK3hTlKbNgWoISL+plFC29Xa2SdzJo/JHTtqRVePqzNDqtwMS4qM2pKUi+7IpjGGfMdUYpOnbh7vDlOX+DyiEXbSTcV8tr+h1dWP4WH6xeiK7DUTSxz9gZQMaoRzE+3GJqfHruF69hFDyUSMFqU27ezpz59n1IKUgKaIRnxo0x3zA7SANhPKkSHi+2dFIGrCDdcEqW0M3dOWisoILSIVyeHh7iPdI9zntGmInsfxzI2ipNVxfvDpIW7MKPVrdIXzG1LbBjKkqYQpebrhmnXm83iefUtqivYR28rj7a3O/sfOcPkyvI31ufFAe7AM+gfnUULLI5WH44H3xeblvnT2mHOTTwECzQ1+7Z/P2oz0Lmr4s04ci6QEhXJxUCAitkGW93GcqKgH5zfmHaHfcM7ixlh9x/AdxXZz3ub44/xVmKeLunLZF57YCfxwjyeyUJSoc1WEOsg5vCWQz8WnOLrzVZ7oADedO/tu3unu1TmE/cK8EmwjBVZIAdbrOf5IeVr1q1fyx0sXTMsfs42ab4L0J9qDIGWox9uknrUv5zdS82Ib2kNzJ+fkwti8WE5xCfydEqB4kXbJ+mci+YU418pUU+wcijD6k+GgoB8UhqELL2GQYUii0GZig8FgMAxz2KvMYDAYDAaDwWAwHBSM/rQP7Ol35lF6QCmVarAAvANUByqlcJVYtbwnQTWhqi+sqlIeUUmqrciGJJsdU8YLkTNUGKLCiIhILqxJ3XVSYaj6wdA4KRd6niFL0qZIR2H4lyFpX/GkKFHPCoSbaWv2AaE0CT6bYW/atKyAOvTuWKk9VCxi/UkJKCnmeSjl5HKIbG13bWGdQjQcEZFZk0YnnunrpJPG4MLG48a4ujIsH1KZIcWA/jap1oXD6SohZSNSV+hDpLrQHqWwk4bU2c8xWhefTdUipQIwPM9wPn2Mtma+DB2LpHKlI+WR4kWoPVL9SSqHyN42QA4E1KMsp/REhbeeCH2Syjw+VcDViX6roP+G1OhERPozpO9lfZwiDDwmvZBt4Tylfkg6I+lR3jxV7I5DuSDYL2MxT5EmkslA2W0U815kjVNR5oxEPyAlo9/Lp+PK601ln19ZFlanIQ3Ho29CvaxhovMnUqdcu9x9EzEW2XdU/1LQNjGfIEi50nrEqHm8Npa7RucYlkEaFudf0thIUVRKFm3OuYl0TI7nykpSpLJt8emzYboVqVV8r3CeVPoN6ZoxdSKeJyVI7eTloIC/kfJ075Ob8sfLFk53dSo58HXfmCqUUoaqIrmIvNwfoAmyPJ3LaI+YmiLndtq9MBAxj1HbSClkXTmPGoYmrIcMBoPBYDAYDAbDQcE+KgwGg8FgMBgMBsNBYcjSn5YvXy533323iIgUFxdLTU2NHHXUUbJ48WL5zGc+IyUlLqT40ksvybXXXitPPPGE7N69WxoaGuTjH/+4fPOb35SamhoREZk/f74cd9xx8q//+q+JZz3yyCOydOlSefbZZ2XWLKfOwNCyUi1KEKJjsiTSYhhGZehONzWTusKwcSgBlYhIW8qFJFtzqkpFhVQ4SSpM7Q2GoUNJuxhu3tEWTvy1C4o42l7ayA979gfP+8mcoCSRO+yLJMKiTT0llZS7XqlCMVWYdD8UcfrDVLPMYNaWDLOmcEx6C/uxqNDZrCfXGNJzaF/SAEgZY73LA4kLSQ1h/ajcQ+gzSTMjzY19F8tlsaWFyfmy18T6lgnqCNKHlLpEihKVztoj9CxSCDScz/qT6lAaST5J+s346ixNiGo49Ef2C6k/VMfR8cPxR9uwn6k+xDGqlCE/GRwogKA8kT5AX2CyPFWtYhmeQhDqR3vwGqUksI9CSaxEfPUy0iO1z/tAiaIKEcdRjAKhc2OIbiPi9zPvY9v1eo4RHpNOQzpHSMFvcDCsr0/fpB1pP9ZV/Zq+snuPe97GJqdCtL/kYBwDPkWJij7hBG46NvjeKfUUsMKKWf68UZwoN0a9Ylvoy3p9OjJfkk5FNULWSesRo1WyLbyGVNpQf3GMRKbZvWi/brwq/Y22IeizpDzd818b88efWjQ9UQbHPs/H3pE6LqmcRJpYLDEn/UbL5juNSe6YSNWjGcO+Ov5ZN86tsUSPHPOh96JhaGFIRyoWLVokGzZskBdeeEHWrl0rp59+uvzgBz+Qj370o7JnT3bife655+S0006Trq4uufPOO+W5556T6667TtavXy8f/vCHpb29XUREzj//fLn//vvz9xFr1qyR97///d4HhcFgMBgMBoPBYDgwDOmPirKyMqmvr5dJkybJscceKxdddJH84he/kD/96U9y4403yuDgoFx00UUyc+ZMufvuu+WEE06QKVOmyOmnny4PPPCAbNmyRb7//e+LiMiyZcsknU7L/fff7z2jpaVF1q1bJ5/+9KcPRRMNBoPBYDAYDIZhjyFLf4ph7ty5ctppp8mDDz4oZ5xxhrz44oty6623SuFeQu8TJ06UJUuWyH/8x3/I9ddfL2PHjpUzzjhD7rzzTjnvvPPy191zzz1SUVEhixcvTjyrptyF97rSWVORLsEkOgztx5JNNeUSv3mKIwOu3gyjkqYQShIXowH0I9zoJZ7BsYYZGep8bUcn6pE/9MLUo0qohpX9/y7QOhrGOuWZToRaSUdgmNSjqeSew3YxRNuTDlMgGI7V0Kgq+4j4SirsL1IWMgHaFuNZLR29wWtVcUTEp1SoUoYXKo4kYeN5+pYqQVFBiCF89gtpeISq58SSt9H+nT1h6hqpNdqPbJdvD1c21V1oG6XQkdZDtbGy0rBt9vQmqR+kHTF0zvvobyWBkDopO7Fke7Q7qVpKR/HUXTDOOG57Uu4+2kxpQqSfaQK7veuRQT/zmfRPbSNpWkxGFVPooi1T6SQFkT7UAj+t89SYkgkPSZkMJeDc+9khKhnpNLQT60RqSqFHJVMFqfAYIeWpP0I/1HmZtI0YpYX0Par80TaqnlUUUbuhf8TUf7SfaVOC9auJJOxUWhl9rLzU9WeMpknomPfmI/gYqUucf1lvXr93uSK+QhP7gONSaUqFEZ/gfMN5m88uD6gKxhQUSQ1in3PshBQj6W+tuI/9rJQnEZG7Ht8oIiL/ePrs/DlSw2Jze0WACsV5+EASxGYGk9TRgYhPkMbNsc0+0qSl0+pH5c/RXoUFoOYVuvN0vb4bedmiAAAgAElEQVRAAj3D0MKQjlTEcNRRR8nGjRvl1VdfFRGRI488MnjdnDlzpL29XVpaWkRE5NOf/rQ89dRT8sorLpPlnXfeKUuWLJHKyqRcn8FgMBgMBoPBYNg/hl2kQiT7xc2v5Ngqin6Z6+8LFy6UadOmyZo1a+R73/uePPvss/Liiy/KypUr3/pKGwwGg8FgMBhGLCp6w3mN3i7sKS3Z/0VvIYblR8Xf/vY3mT59uhxxxBH5fx977LGJ61566SWpqamRuro6Ecl+XJx77rly2223yZVXXimrV6+WY445RubNmxd8TkcqmeyNagYMJTMsxxChqsyIiFSVZEO+r7eEaQxUE5oy3kVOqNqg6lNeAi1PwSJMeSI9SykXDIdOHudCklQOIY2JSYOacrQS0ouocDMqkmDID69CFSoXnia9gfUghYrqOQzzqorJgVCeSOFhMjcN+bOeVUgCxb5lwjL2wUBA/oS+wvA1Q9ZU6FLaSFN7WJ2oMKIaRWUQbW9hRFmotbM3ce3eYAKvkuLsvbQXQ92jmUQJ/jmhJpn4i2UUFCDJXRcTETqbkmajNovRyGIKaKSXOaWwME0rRh+hEpH2IxW16Fdc7GASqMY6Zw+lXJRElIw4jlgn0h5I7dA2sD9pj807HbEvpgqm1BQmVWS/ELGkV0qHIMWKbWHfkYbXCrpUea5dnD9YBuvc1O6Sj4bGBv1+e6ujR5KexTHMemjba2eMzZ9jP0+vr8of0w9f2daRP+acpPeWgijgKYLhXcL5gfOlHhdGFtRIaSEVzqfSZusxZbyb+zOeSpYrLxVJlFqRG/+cqzkHDWRIb3HlkUJXGkh8ynaTGsTzrAf9LPTszTudf7C/trS48bCjDXNtrrKk73gJ/iIqb+wOTYg7CvP6OJTBY4LjXGlPt/7y5fy5U46ZkD8+snFM/ph9TkpbfY6WTPvS19nPpEFzztW/Y0hnoxpZjPJNXx5fU5aoGxMFc2wTIeq2Yehi2NGf/vrXv8qjjz4qZ555phx77LEyZ84cuemmmyST8XmZ27dvl/vuu0+WLFnivdzPPfdcaW5ulgceeEDWrl1rG7QNBoPBYDAYDAePzOCh/e8QY0h/VPT19UlTU5Ns375d/vznP8uKFSvkYx/7mMybN0+++tWvSkFBgaxYsUJeeeUV+eQnPynPPPOMbNmyRX71q1/JWWedJVOmTJHvfOc7XpmNjY1y2mmnySWXXCLpdFqWLl16iFpnMBgMBoPBYDCMDAzpWNLjjz8uc+bMkaKiIqmurpajjz5aLrvsMvnsZz8rpaXZcOfxxx8vjz76qFx33XXyqU99ykt+d+mll+aT3xHnn3++/PrXv5Zzzjkn+LuCoWyl2cQShm1vdWFShmUZIuwrztaZKgek5zD8F0tIpCBVhmFNhsO9hEUI/+v5kErK3uXxPEP+SrOIKT3EEt7FbKPhVSYb8pNb5Q+9yFNFadI2/L0GSQlJuYglqRqdo40MelQD9ztpJQzjklbABIkh8HeWF3pmRen+k+Ol0mGam14TSxJG/6XNWI9WNEXP0w9ilJxYsiw974exSZ1w5ZHS0A7fUgpSr3etsyNpeLQTj5WeRToF+6ICthlT6erR1eOoM7W5McixSv+lX5EGSVsr7SWW7IkgxYBUDI4jHV9egi/0P6kfVMYi3UfnBZ/KJTh2/4ip42hdOd45Xrykfiibz+wPJMIsxbkdbY7SQgpHOpOsd4yeGsMoUB6V/uQn+nP1p+1Is6KP0046R8foKvQVjtHCDtLpstczESFtQF/h2AipRcXme7aRPs62aL35PuIY8JTR0mFFJ7UDn02fZf1iKl9K6dUEsyI+VYd2oq0bx4UVurpzdvIop3ge51lSPT3FqVz/cz5lGzn3EKSPKS2SlKcn/tKcP+YcyTFKdSelZ7H+7Bf6REwNTcdPbyQBK2lz/BuEFNbQuVSaCX/dNSXFYapvhO1nGEIYsh8VK1euPOAN1EcddZTcdtttB1z2mWeemU+KZzAYDAaDwWAwGA4OQ/ajYiggtEkylDNi72sLI6t3WgY3fnLVhyteKS9/gTuvKzFjKt3zuOLIVRiuSr7R7DakcRVWV1m4CZvRE644c2VN2/Dajk6Z2TA68TtXomKrM/5mwmw9uGG1NLKhmZt8U4ENum1YqS6pCK8WlhW4a3qxWTe0OkoURVaruPipbaBNmTPE3zDn2sIVI9pBVzxjmuSxDW56fWyDHlfmuJpG/+RGca46K7jhknXiSjpXLnX88BxX5ri6y3bRTvkcE/Bj3udt6kcZrJ+WwVUwto8r24zAhSJ6hYUFeV/tS7nf6+pdeex/rmy6SM9A3u5sNzeP8nw6siFc601fYZSH4DzFzabM56Ggr4yK+DXnHm0X61kS8bdUICLM8gYjgQUvcge/7kekQjcYlxYX5sfU7j2uHg1j3QbqgsicNbE2u5q9paVbGnIbrumPjNYxejajwc2/HM+jA6IIHJclgci0SPh9Q5tytZjRCc5NXLHXY27CZn/yPPPOsJ+13owKxEQwuOGaOTy27cpG/0qLC/M+yWjN9lYXkWJkgXXSPnh9R1d+4znHxQSURzvR39iP42uy18dyq/C+rbtc9JJjQx9PcYcDobyHor/ckM3oxIN/2JI/Puv9U/LHfHfqRv3QO0XEny85b3N+UDsUFrj+rcV7oha5dTKRfBhV5dmxk8kM5n2PEYk+LxdVOI9Rv7d3tlwMQw/2UXEYoy2i6PJmoB8UhrcGpnYx9BGiJ75Z8EPO8PdH7A/1N4MGKDgZ/v4ojND+3gyoZGX4+yMVSFT4ZlEaSeg4UjA4ePA2Gs4Y2b1rMBgMBoPBYDAY3nLYMug+UF7oQne9ge8vrvQzJBzbJKkUAtIwYpsGSbkgzUM3DVLXnAs8pC69ss1pTjOcr3r9PkWF1AV3vL/Egn/bvDuvwV6KED7jvKRvse3Uvte6kBZDepF3H2zDlXwN0bLKrV3u2dxwuxPXFBU6m2kZsRUZhqZJV+NGxd2BjdoM4RP0Dz4zf95Fvb1QPClDuzpAXYmsyCoNgaFp2pRUgs07XTifFIhNTV25skBzg/NVloYpIaTi6OP57G5qvqN+zKlAOoTaiXWjFj/HFMclQ/HqWwyn076sHymP5di8quMothGeY5G+Qr9WX27fk8rbpmiSi/6REsD2clxybLd1Za/PROYV2ob9QgpESyDfC5/RHckfw429ofuYE4KbNTl/sV1K7eHzSG2swNhv2hPetB3a9E7TxOZizjHaLgoi8Hc+z89T4KhrhObJYP4b+j1zPpSC6sJxohttOb/RpvQbUqRI91NaTktHmGLHTbmDGM8hylsN6klqEOd+UqTKS5PvBM4lzM3Ed13oPSbi3iXcgEwb0De5wX/K+DA1VOvaCzoj7V/g5UJx13Cc5ymWaNfWljBViu0iLVhtExMWIeXpgac2548XvrM+f6y+xWdsA2XLn5/D84aejlGZeewJVNS4vzF0zLAtpIYVF4X7gu+02LxmGDqwSIXhoDDRKAFDHmUjPNw8EhDbN2AwGAwGw3CB/bVhMBgMBoPBYDAYDgpGf9oHugcYns6G6Rgip7JMTEmH58vyigdQUvFUGlxIvRHqGC3QCNcNnQxDMhxdDgoK6T68Xp+fiSyP+nkvwue1PIZwGZmkDSbUOOoKQ9IMg6ryDlVLSCuJqVCxXeNyFCpPiSmSM6IS9aYZlHrAtpLmRhoO28JogKpzkN41GaolBGk7IeoSKTkMU5d6Sh5JLXARZ6eYbxZ6+RKSijQivrpTcVGOBgKaVkcXKQ1hNY6Qm8WUjHjMa/hMDYGzj2KKWgzFc4Og+k0mUkYs/wIpHBql4/ijElvdmHAOmhClkJQojxIHCgqVhUZlwvarz6kZpfrdtQTpSqQSdXS7Y/UF+l4a44y24TFVWtSupFjSv1l2RSB/SLZOWVuT/kmVJ/osbVaIYaTtJR0vlpOHflOMQtS+tD/HTqXnp1R5c8/hXKxUIdK3doGCRHUf1inj5TsYTNQjRpXz1KlwrDYLUaJE/L6LqdeF1NyYE6lhbJK2KBLOH0NK5yhQnjzFwJLkO4NlsFz6xDbQT9n/HJebd+7OH6tvsQ/9HFAs272fqYjUmvPlzohSH2lufGfRvjo2YjROtpGUp//6c1P++P1Hj8teWxheQyY9i5RNTlNKofPyyATyWIj472q+33SuiOW38Kmjrr18j7J/hywOc4rWsIlUNDc3y2WXXSbz5s2TCRMmyNFHHy1LliyRRx55xLtuxYoVUltbK9dcc413/gtf+ILU1NRE/6urq3s7m2MwGAwGg8FgMIwYDIuPik2bNsnChQvlN7/5jXz3u9+V3/3ud/LAAw/Ihz/8Yfk//+f/eNeuWbNGvv71r8tdd90lAwPu6/n666+XDRs25P8rKyvzzr344otvd7MMBoPBYDAYDIYRgWFBf/rGN74hg4OD8thjj0lVlUsoNGfOHFm6dGn+388884zs2rVLLr/8clm7dq38+te/ltNPP11ERKqrq6W6utord8yYMVJfXy8xkCqioTtSSdKDYdoGKTykOvz/7F1neBVFGz1ppBFSKEEM5QOkCH4qVqQLitIR0iQ0ERQITaVKJ6gQFETpIpAEgyAgLfQmICCoIB8QQJEinUAq6bnfj5vZPZu7e+8liRp0zvPk4bJldso7szvznjmvoEawe5spAZnZqmuPg46xW1C4Xb1d2R3NihdGgaQsy8KuTKZfGAWAK60T2IddnXkG1BqjQG1MgRDg+jWiJrAL30VHPYnbwpGep6EPQXWpJmWRGkV+2kzZYYUpTsOfAmcxzcrHzfz8nFz1vtukgsLuZqaGsUKUKC8HiWLqDXtYnTmImQ7XiOso18D1z4GpmOrAlCGhEGWktMRxidhm2esu6BVMaeH+wDQcdnVrKTfmfDg5WarhAFrKHteTq4uaQWFnXF1e7vrDoRFlTyim8bO1ASD1qXd82N/H3eJYlgEFjMcVtiF3Hfqbi0E/IoEgTdsyPUfYELcL58nPS5+6xM8RdCm2e1brYaQ56+dVtE1auj4VwovGDyNqjegzTmSE3OZspxolK6pTMU6VK6P21RsUlDA1g5XCuE7V9vL34XvT8/NBwfsMAocaQdgL24dREEm2LY1KYX55+R1lRPtjmiCPv4JyykpWrCZlRNnkuhZl53RZjc5ITVEv3oGnJoirWlYOfnchX8WuYNpemjFEUHX0VZcYTHni9he01DyD/OeZ2E6t9yl/opFxejwW89gvKE8AcPD0bYtj3F5sb44G1EbxDuGxkMFURK4n/i3qhr8ZeIxhm+V3hlal7gGIAfEvV90o8Z6Ku3fvYseOHejbt69mQiHg4+Oj/I6KisJrr70GFxcXBAUFISoq6q/MqoSEhISEhISEhMS/EiV+UnH+/HmYTCbUqlXL6nWpqan49ttvERISAgAIDQ3F9u3bcePGDav3SUhISEhISEhISEgUDSWe/mQUjKUg1qxZg0qVKuHJJ58EAFSrVg0NGjRAbGwshg4dWqhnezqT2z3HPP9iao2RWozGVUzuQuEiZKUMVrPg4+w25GcqLuJSTHlSKQZcXwk6qlHm683psRuS6QPsiuX7OH/iXlascjJQGWKXqZErWyhh2OOK57zqUQU4kB8rrGRpaFPsrrWkXOQaKFtogkNRetmUkexcx/zzaj60dCD1N9M5GOL5HHCLy62xN+oifI1wJxulYRTYkO2C1Yyyc8wPYpUftk2mG3A96SnU8LNZMYcpVBkGijOiXLlEoeBnGwV1Y5vUCzrJyidMt+P8cVn06FL8bA6QxlSYPB3bYooa50OPhgNoaRZcT6Le0zL01ViMaCx8XKi6GFEdUgwCUTL9RtQDU+kYXF62IU5DUKg4nxxkjdu2lEF6op7yDMZqrkdGWpIlNVOPalkw7XvZ6n1eBgpGYnzVo60B2vGLu6je2JmlKat6MY/LnkR1uUd2IfqDUeBWfvVq6FmasS5P8y+gHY+0ATs5IKbajvwO1ANTXpwN1PyEjXDbc7p65Qa0/ZkD5Lk4m48bUXodNeMXBS2lccM9X6EtQydYIKDtGxzgj9+/Iq8aRUYdWhKgrSdWehK0J0GDAoDWDR5SfnN7+VL/YnC+lWcY0BZ57MyhehJlMVJ74zrVBoPk95f+eCJRclDiJxU1atSAg4MDzp49a/W6qKgonDt3TqPilJeXh9u3bxd6UiEhISEhISEhISFhF0wPwL6PPxElflLh6+uLli1bYtGiRXjrrbcs9lUkJibi2rVrOHr0KL799ltUqFBBOZeRkYHWrVvjwIEDaNSo0V+ddQkJCQkJCQkJCYl/BUr8pAIAZsyYgdatW6NFixZ4//33Ua9ePZhMJuzbtw8zZ85E+/bt8d///hfNmze3uLdZs2aIiooq8qRC0DXYtXedFEA4AFkiKTKwS1IE62G3IbtzjYLVsQtZ/PYwULlgdyi7r9kFKxRRWLFBq6ikH9CKA0IJd226RglEPxAe0xSYLsEKH4KGkK1RmVHrg2k4ttRRjAIgMYxYdcJF62SHBAurnFQkJSg9dS3+zTBSuxIuYi19R73vDgUuY5tkqotoU6ZQMA2D02P3Ox83Ug4SYFpPKYOgc0xpecjPrGbFdsWBvzj/toKsORq0EdsQ94fke+ozRXDJ29T/7qSodEFPg+CITFkRbaoJEkfPrlze0yLPAFDKxVLdJYPapaKfaktMYeQ6ZbU2vedznfN9TK1gaIJQ5derkWqbLwUd4/u4vwpaH1OA+LeDDiUO0PZXQQPL0tCj1GtZUSmV6oD7jB6YGsSqbRy0jfulGKOvJtxTj7HtaQKysYKNvn2KfsJqWKx8w/QcbwM6ihhHmRrC4ylT6JhWwu8bl/wOnW4w9muVitRn87suW2dc43bm+7gPl/NWbejclZT8dPk+9Ubf0uq1rjqKT4CqosfvQh5LuE5Z5UmjWMZBPfPHCqZjGgVq4zGBxwojtSgBfmdwH9ZQjvP7IJeFx1yuM7ZPhlB6YsrT1p+uKb+b1lcXYtlk2S5E3bBNG9GQ9YLkMljZkm2J68vJgArF45BEyUSJ36gNmPdH7N27F82bN8eECRPQqFEjdOjQAZs3b8a0adOwcuVKdOzYUffejh07Yv369UhKStI9LyEhISEhISEhISFRNDww076KFSsiMjISkZGRFufatm1reF/37t3RvXt3i+NSFUpCQkJCQkJCQkKiePDATCr+DmSBKQaZFufZdWdEs3ErZRnchd2K7DZkSotREJpy+UF8vDNSlGMsiMBuWaYj6FGQmErA92kDJ6nH2fUo0hPBj4CCVBm1Pjj/PgbufPF8Zyd9tRuGETVJKD1lZKv1yO5Xvk2rImKpzMTl5kBi7H73MQjcIyg3TFHhwHbcFn5eqiuby6sX2ImpPOwCN1JHEdfw87gNjWhCrGZzNcEyEBurpGhUrTTKSGr+OECTuEQoSQFaOgLTOdieylPwKuHmd2IKAlHeuH/xcVbBEWo1HNzKKPgdUw+YEiSoIlyn7Kpnmg23J9uhsJu8UvplZVtn6hK3F9MlxPVsS2y/vhoVuFz6TcHI3Jwsns3j212iiVWpoFK89FSouC2YkqVRiCH75GsEZcxkQKHhtPnZzjoqdNkGfcRFM25zAD2iP+XTPplWeceFgllS/pmGxfQWfo6oy7I0dmoD8ulTWI2UjfSewYES0w1UzUSdaZXO1Gfk5OrTfRh66lnchvx+0CiMUdqiTfl9qg3ql6t7ny+NG7fzqWSuOtTCgvnUEX4DoO2jLs6lLJ5tpASVbRB4MSu/HphmzO8JpmqVNlAKE+mxHaQZUP24b/D3g/jJ5WbK03f/u6n8fr15NeU393kxhrB98DuI35c8xvA3jWgPbmcO+Mt1p6FCGaj5lVSYjAzsX4IHgv4kISEhISEhISEhIVFyIT0VVpCis1GRVxF4tYI3Z5d245Vcdd4mVj145s0bMXNoV1i50upqJW8gFc9PMqkrQA+XVZ9x6pK6d8RodYNXSPRWs3nFhuMo8OqRWIVNSsvCfyqaFbl4lcjNYOWYcZvKLvJhz0oIb67k46Ke+D5Oj1eteTXN21V/o6iSf5P+ChuvHOttsmZbYTvwdFN/82ZNXjG8fCtN+f1IpTL5z7ZcxQW0G/wZenENeMMit0uKjjY6oF1lE2XnzZyOBrsR/7itbhrkvIrLeTXL6R7FIzHYLKtd1TPniW2T25NXRLWb5S1XPLlOOaYJ98uyZfRXF11y1PxVKmteleZYLhVoIzF7qtxL6W88Fh4bLpfGfmmFj+2Q7UxvIytv2k2l/DHYsyRW27mNsgzikXA/53FN9O1KpfU3ozI8XNU8c/156cX1oee56IytgNaDKDwUbnBSbOQWbRS9fEu1U6477tuspf/4f3wBqKvQgNZOeey5cCNV+R1QzsMyTwZxgriM7CFgj5QwcU6Dxze2IU5DG9/E/Eweu/y8eFO0mt5FKguv2CsxYwzigGQYeJPOXUlWfov+nGdSPQ5c/+xl4ufoCZTcSclEBR+zzaVnqnZzN1Xtz/x+vpGo9svMLPU54l3CK/48ruh5EwBtXYs2ZU8Re5B4Qftuiv57VqR3/rrKTGCRAK23i+uG2BD513MMCvaWsnfiqz0XlN/P1S6n/H44334dHR2UsZHrhu2e+1GmJk6XuVzZuXmKh9geYQ4t/t1yrQ8C5KTiXwweCAoLMaGQ+HMgJhRFgVGAL4nigZhQFAVexdAXJYzBk87CQkwoJP4c3KYFlsJCTCgk/hzwYkthUUpPRvCfBDsDNv9TIb82JCQkJCQkJCQkJCSKBOmpsALtBkzzv7zJiGMnsNvzTqq+trxwkxptkL1HiwDsNtRuVMrLfx5TBphewptlnS3uA4DU/GwbrRhw/AXeWMb0EeF6PnkxEQ1qlrV4BlMd0jOZemWdasS0Dr6WXedMR2LXs3Cl8vO4Ppjuw8/OyON4HeZGYNc0u9yNNrczFUM8k9soNUN1l3M9Mu2E7UmUJdWAMsJge2KqUbkyKv1GuMY5T7RvGQ7EoGIqht7mcbYbLcWKN/vr25awJ64PblsjnXmmGxTMDwBQCBV4ODvrXpObbLmCpN0IzXQ19XjyvSzoQbjzOfZKGvVFvY3LgLbPO9LGaqX/eOoLLGQY0Aj1mALcL/SoEACQZ7BBWlzC4wrbLIPbn+tS0G9qPax62rgNjagOepQgFwPRB6aL8jilR7dkakgpA8pQRrb+eCPoMqyvn6ehROpT1LgNGKI8VyiuAJdb26f0Y08IG2IaFtPEcg02RWvykU9jzM2zfL8U/M1l0Yhf5LdHjgFFyd1VtWXu296eKm1H0Mu07xo1Pd7EzOM2UzOFvaVl6MeIYnDf5jHyzB8qdVg8k+uO+w63MwtXGAk1qM822hRP9E1KI89kfmZZoqXl5OnniWG00VnA6F3IlKfDZ24rv0MqVrNIi987TNFmmhiLaQi6HdssUwuNmBMs9MHUW4mSiQfGU3H8+HH4+fmhdevWFud8fHyUv4CAADRv3hzr169Xzn/44YfK+bJly6JatWp4+eWX8cknnyA1NdUiPQn7ISYUEiUXpn+5O/ZBgNEHkISEhISExIOCB2ZSERUVhT59+uD06dM4c+aMxfnZs2fjzJkz2LVrF+rXr49evXrhhx9+UM4/8sgjOHPmDE6ePInNmzcjNDQUS5YsQdOmTWXMCgkJCQkJCQkJCYki4IGgP6Wnp2PVqlWIi4tDeno6oqOjERERobnG29sb/v7+8Pf3x8yZM7FmzRps3rwZzz77LADA2dkZ/v7+AMyB9OrWrYtXX30VDRs2xIQJEzB//nyL57Jr8U6S5QYlpjFolI8MaBvC9cnuYXazGym6MDWhcnlVF17JJ3kEWXnhrkYBRD0u3MxMaXDR0GLU/DMNiJV+hOoEP8OHlC1KGdSNkSKSUIsxaZ6n/mb3qqsBVcBFh05lpCHOblzOk6AbcVnzDFQ1mFqVpUNpYxc0u/a53H/cVlWeuA2EChK76nmTHD/7HsVQYbe8qBttPtT/MP2CXc9Gmu6inko566+qc/4q+qm0AqYVCftkG7tCSlEatSkDeosoD7c9q8Vo43Y4WtzH1/B5/n03VaW6POTnTvdZ9lFNzBCqMKauseIM0/OEfRopyDBlhG2SqS5MR1NVrfTpOQyqXl1vlpYKo68IxjE1WOFKHGd1M+5HuRSnhNV9OH6JqBu2g4xUikFiQJdhW3DNjzfBqmJaCo2ahge1Ede1GK/dNeOHvsIN27KR+pcYy1hp6Z4BjYzB74rK5c1qPEYqVEy9YbvP1Fxv+RymYHKbs41zvBdRdlagY7qg0RjJeRJ0GR67vIkCmKKhJar36VGu2Iw5PUeD8Z4RUE59t4pyaemu+rF8+L3DbeSfH6eEN6Cn6ijyAdry8lggys79jPPEYyCXnd8lIn/3dMadgtc+TCplgvIEACv2XgAANKmnxrdgJSumOTKYZiWeWYHit+ipvRU8zu3oqhOfpcThX84MeCA8FevWrUPlypVRv359BAcHY8WKFcjO1h8YAMDFxQXOzs5WrwHMk4vAwEDExcUhL0/SDyQkJCQkJCQkJCQKgwdiUhEVFYWQkBAAQOPGjeHu7o64uDjdazMzMxEZGYnk5GQ0a9bMZtp16tRBcnIyEhISijXPEhISEhISEhISEv8WlHj60/nz53H48GEsXrwYgNmdGhQUhOjoaHTs2FG57q233sKAAQOQnp6OMmXKYMqUKXjppZdspi/c/g46Qbz0VJoyDFQTjKgC7DYWbku+j12dTEFgSgBTJwSVhBVMjJQ3uEx6AYnYPc9lZVdxFpU3M5uDzsGiLPxsdq1zeloVEcugSxrVFXf9IHbsAtVzPbNrmq/lPBkdF2XgvHG7ML0s+Z5+O3M9CGgVWNSyPFxWdTdzwDjlyjz7nwHo0zacDAI4sctdm1dSk9IJMOVWSj9IWDlvlc7B0FPB0VCD3Fl9S3Q5nQEAACAASURBVG1/o/KKPsDBwJhOlWqgSJVyj+kX5uPX76q0lHpVfZTfrNbE9cd0A3EN03o4MBXTZTj/bpogjLkWx9hp6uyoT9/yLKU/dIu8cn/hIHaspMI0kKxsS8UkbeBOfaUaToPbS9BvOIZHogElh5Gro2xjoqxp1HgoDU6PFb9EQDNWB2NqENcTg+1QjMVsE6yyZhQHRhNgk6gid1KcLJ7B1BSmtzjqKP+Z782zuDYnl5WP9MdiZmYIO+NreVjx81LtJlOj2KPSHMX4z3QVTkMT3JWek6UTN4Rt08OVg1aqv/UUA835M9eDyaTWM1Pp2E416kQcsJFoSmJ8yM1juycqooFiGY8Fd/OpZBxElxXGeKxmig+XV/QHppBmGPRF/s1pZOr0bc07PofbVu0bXDeC9rTv5E3lmE/pAOU3B7J1Nfg2EWOcURBMHre5PozoahIlEyV+UhEVFYXc3FzUr19fOSY+8v744w8EBJgNe/LkyWjVqhW8vLxQvnx5u9OPj49HmTJl4OfnV7wZl5CQkJCQkJCQ+PfgX06lL9GTipycHMTGxmLChAkWUrJvvfUWli9fjpEjRwIA/P39Ub169ftK//r16/jmm2/Qrl07ODo+EEwwCQkJCQkJCQkJiRKHEj2p2Lp1KxISEtCzZ08LT0KXLl2wePFiDB8+3K60cnJycOPGDZhMJty9exeHDx/Gxx9/DF9fX0yYMEH3Hnb/CTekv69KGbpxV3WX2hMcyjef4nOXlIz0FIsAYzUN4bnNNgicw65Ypuo46KgZMT2DXc9G6iN6KjJGlCJ2lzOFht3v7P4XlIRsDc1Jv26yDVy7QpmJA69lkFoTKwhxu7ArWKRhFNuB20tLPbB0WbO7n/PEdAlWx3HRqIGY3fhMc+N65DbiPN1JUW1F0BdYVYOpH5wG1/WtJP3gjYJGw4oe3OZa+ot+IC5xDVNhmFaipXioz2Gqlsg3U0YYXJZcA5UW4YpnVZUbRIXicnHfYSqRaEeuR6besAlxQExWShE2qVFGojwzpew2tcttHTU6QK1Lo+BXbOts41UqlFZ+C0qYEe3ASKmKqSmCRvEfus8o2Can5+ZiSf3R0oT0bcItW582J/o51yn3fe4vbHtMWRFtw+nyWMLlZqUwVoLSC0DH5eL8pRsETWSaoGhGpuzwuMKqVkxR5LoWgcR8S5XSvY8pSmxPnA9RdlaNYhurSO9LTiNbJ2Ag32dE8dGqJarHfXSonNynmEJ8TxOMNUf3+pv5fUCr2kcFoNd9Yqp+cEwx/rItMd2Vy8u0Sa4bMfZwWdne/ErzdwLR33TosXwfU57YrjlP/J4V7yOmPG04/Ifyu+0zDyu/mbpUp7K3RT54PNUqaOq/7zUBJR8E9ad/OUr0pCI6OhpNmjTRpSZ16tQJEydOxJ49e+xK69y5c6hduzYcHR3h5eWFWrVqoVevXujXrx+8vLyKOecSEhISEhISEhIS/x6U6EnFihUrDM9Vq1YNiYmJAKD8a4TRo0dj9OjRxZo3CQkJCQkJCQkJCQkzSvSk4u+GntIT0zrYJck0ClZqYBqQcMGma9yv+rQpL3JDu5FbULgL2dV9M5GDA6muRX42uzgFzYbpGUzPSSF3OdM9mEYhrjFSsuK6Y/c700M0rvj8PHF67MFllzsHimI3rqizbINAV0a0Lla+ccmvP2cnS4Ue83E1PaO0Rb0aKQg5amhH6nP0XO1sB2W9OCAUue01ykJqngTtiWkuXI8Mvsa9lL56h7BVtgmmbXAwr2yDQFcCTIVxdlTTSKJrOLgZUxOE3XD9alXU1DQ0qkDUXqKdWeGGaTFcLm6DbB21IH6GEb2By8tpiCCSXBaGXhArwFhdTVyTk6tf/3yfOylIcXmZwqOXZw5+xuMh3yfKxWMQjzEM7Tig5k/USWIaj2/6dAkjNSlFsYzq6CE/tY3Y7jUqaSamLprzwXQrthVW0WNklFH7A+dVlIvtlMdnpuTk5qnPZAUpMY4yTZbb1qg/MEQ78n1cj0b9iFWVRJvytVxWLyoXj3WsfCRoO9wHjIJW8nOYdiQCzRnRmZjKVdVHpfpxm/P4K2yEqUj8+tAqPDrSb7W8Tvn1ymXl4LVMV2LaGVPJRD9ie+Ny+ZVWbUwbMNdSRVGjrKZRTlP/w/nngLOCsskqT0x52nTkivK75RMVKW31OWK8MaKtORlQwDhPD8IeaCPq9L8FcneyhISEhISEhISEhESRICcVEhISEhISEhISEhJFgqQ/WYGPG6lO5JldcEy3yciyrTKjoT+5mF2YSc76FJocA9pOpm6gINX1W81fdalysCGmD7G7U7gTOZ9MaWHXObskOR+CIsM0J06PXYAcpIyvN5ms+zI5DU3QJhO7cdllaj7OdcfucKPASXrBlZhS4mSgiMHufCemRbkIt7fu4zSu/TIaeoClLXAbsntbQ4XRCS5nfo5DfhpUFjrPZeE24vrIyWP6iuVwwfVb0UmlgWhoAFQRevQrLqOeylPB9ITqmjbYoiW1CdC69pkC4axQAFV79Ccaiz1BJIWtsD0y1c/HnQNxWQbS5HwYBZ8s7a6vrmVEJRLpMcWA1b/SNbRE/cB1ooxcBxkO6n1cXr5PTwmOKS1G4wPnz0GHlsHjEdNAuF2M+pqeEtu1O6rKV42HVJEOtmW2Q6Hsx21kRPXjsjClhWmugpri68VBCdXx3NtNPV7Rl9SkElQ1KUF7YRUwbi8em4wCiQkb0gY5JDou1Smnl51jqezGdsDUFR4zjOi2etQ1FwNqqYPOe4yPc50zmLKltVmm26rXCHvhPHN/8TGgBesFvuUAm5q6cbMdHFPUn4Y+q6PkCGjrRqteJ47pf6/wu5+vydNRkDKyK6Y87Tx2Xfnd6smHlN9ivOS2ZzqVVlWOg8xa2myJxoPA0foTIT0VEhISEhISEhISEhJFgvRUWEEWeIXdvIp1JUFddShPGvK8UsarCryiAZhn/rx5jT0LvApXljb5cWyMUjCvaCU4qmn8di1V+c2zfV6B4LTFKlxunklZEUpIVlfKbierG8V4IxWvzolrbiZl4JFK5k1cvNLHK9JuubyCps5jK5RWr8k0WeqMuzpk6Z6v6qjmL8FVXWn0cDKvaKRmq2b9SCn12gwdLXMAcKc4IOkelivpmSZ1tZDzdMtZTY9Xx0Wdslcmz2DFi1dsWTOfN3+Kjf28AZ0l/3mVk+HtbLkip/GoOemvfvGz9TxmvFrEXg1ejdV6ltTf1/NXiY024rEOOfeB4+fvKr8rlTW3B6+a8SZ2XsE2itdw4Ya5z/DG6puk+R9QTvX+HfvtjvKbV7CrVFCvEfECMrK5DmjzO63YcjuzjYixgjdq8io413U5qpu7tGH1IT9Xi2uNYprk5ql2zfkQYwjXv17dAcDFm+pv3vgt7mXvhZ6YQUHwxm9e4RWoRO2VTXVt5Klg2xPt4WYgRGDkHRar3Nk52cpmdPZ2GMVfYNR4SN0cLMQB/qA4Fiz0EVBOLSPXNdukiHvC4yzXr1H7O1OQV1G/vHGdPW0V/fTtg997og8mpiUrx9g7wfXLtsC2lUAbghUPDL2DuD9zn3+4rJo/Fq4Q7chjXVKapS0B2s3v/C4WG+DZc/OfivobvDn/3C+v5tsIexNYeIG9hmkZqt1zGcXYzuMKiz5wDIzyPq50n3pcVF+OA3tU1Hbh8YjL60TtJfLq7OSg2ALHoOA+wN6J0Ut+Vn4P6VRH+S3qgb8Z2OvGcb+M4rk8WqkCJEoeSqyn4vjx4/Dz87OIpA0APj4+8PHxwcGDBzXHc3NzUadOHfj4+GDdunXK8ccee0y5x9/fH/Xq1UO3bt2wefPmP70cJRlGgffuB2JCIfHnIN0gwNv9gF3JEsUPDkBWWGgXHySKG8WhyKKniiVRfGAlo8LCiOIqUTzgD/zCwkW+j/7RKLGtGxUVhT59+uD06dM4c+aMxfmAgABER0drjm3fvh3OzvrOlxEjRuDMmTM4evQoFi9ejCpVqiAsLMzuiNwSEhISEhISEhIShsgz/b1/fzNKJP0pPT0dq1atQlxcHNLT0xEdHY2IiAjNNaGhoZg7dy6mT5+O0qXNbsno6Gi8/vrrmD59ukWaXl5e8Pf3BwBUrlwZzz//PGrXro2hQ4eiffv2aNq0qcU9gmoEAKkm8/yLXa5ZBpt2mY6ioT2kixgI6jOMtJlTeBOlA+mTO1umyxuq2P3KNBu9zci5ms2c7LJm7XP9eadwcV9JuKdQSJgawjQhZzp+jehjCY7qM11dzHlhV7ErLd4yDSTdQ6UKmGgDnqBIZeWoq/sZnqpr3wh5GbTSnJ92Wg5rpuvfZxSjQ5Tdk3rXrTQDCgqt/DCtSNDEPFzV9nRzVNuT88f0IXapC7pUdm6uslLLeWY6VZ5J393M14hNt44GXBPeUFeRKHvsuk/Kp+EZxYdgsIueaQp6m4AzdMQMAK2nh/voPR0PENN3TAYbIDXxIfJ/crm5D/BxprTs+eWG8ltQqJLSspSxgNuIqRWZWfpUHe0YYrkxmeuJaRFcRh4fRF1z3fEzNJvzffXHQ9Ff2ZYcHfRjZ6QTbU5L8zCXkfsLj2naTfiW9C1ApUsYafHzb6bQaOM8mNPg/sl0ldKaDfn6cS+4PYRd8LHSbiwuoZaF88c0NwHOE4/VHGPAy51skvqUiFPB3ZnjCHH7c/1x/gR1xijmCYPrQyPwkZ9vfudxnXI9cRyeNE28InN6bB9Mw+Lxg6me3I84/ooYf9lOuVhZBiv2XAaRBj+D65dtncdUpi1fvmWmyDG1iVHaTe1/ifTdoaG8KaIU+u3C7cUb3TOyLPuzm4EoCLc/l5cpT59+Gw8AePe1R5VjLJ7B4wc/JytHX1BComSiRHoq1q1bh8qVK6N+/foIDg7GihUrkJ2drbmmfv36qFWrFtasWQMAuHXrFrZv345u3brZ/Zzu3bvDx8cHGzZsKNb8/5vAnHSJkol/ezCeBwFGgRklJCQkJCQeFJTISUVUVBRCQkIAAI0bN4a7uzvi4uIsrgsLC8Py5csBACtWrEDDhg1RtWpVu5/j5OSEmjVr4sKFC8WSbwkJCQkJCQkJCYl/I0oc/en8+fM4fPgwFi9eDMDsdg0KCkJ0dDQ6duyoubZr164YO3Yszp07h5iYmELtjzCZTBrXLsMtTVXn8HA3Kx2wKoiRygy7E5nCUcXBnN6dUqpqAsPfR3VlspuPF5rdks1qIMcTVfcgU4bOX09RfjM1gZV+BH2B1Zx4NZtXTdm9zsoQwvUsYm9YA9PIypOyENO2bKVjtKnc09nyPpMru0jJpUrtyb7svCyiq2WYaQPuUOkD6c62NxAyVSA511x/TClLTVdpX7dI5YKpKWwrwv3PSkBMKbp+Vy0L1w3TQEQaXM9MO2AqDLubmd7C+RO0DT7GtsLqKEx/K1VeVa3xcjcfZ+pCKY0ikX58CC6jnive3cAtX1EVB8Pvty3pPOVIyebUpST1PqprVqrhOATi+dxG3KeYfsE0Mt7wK4rI9cF9/9odfTpHOVILYieHUmcGSkZMiymtiQ9hSb9gmgtTE5jqwDrztR5WRRtE3WgpQ2oZmapjpBAl6pXzxteyHSYSNYivz83LtchHQrJ+Pph2wjRCoSx28WYaPVutO7Y9zhMrKbFdi+uNysK/ub38aTw/d0VVWxJgeh9TfJjWxf1I1BmXm8vCtsxjE9P6BI2Ry6dHvQG0ik4M0V6sKnWeFA3rVVXfl5x/Pdohx/Jgm00mhT9WLWIb1/MWMu2WwX1R+760HC+5Tl0NxikG12XV/BhU2nhLTHlTn83jIY+pwi44HzdozNLGDNGP61Mh3/aM4sTkaGKTqOnxpmxBe/p4zSnlWHj72srvO9SHOYZLqXQ1DbZJiZKJEjepiIqKQm5uLurXr68cEx+8f/zxBwICApTj3t7eaN++PYYNG4br16+jXbt29/Ws3Nxc/Prrr2jQoEHxZF5CQkJCQkJCQuJfCVtBff/pKFH0p5ycHMTGxmLChAnYt2+f8rd//37Uq1dPoToxwsLCsH//fgQFBcHNzU0nVWNERUUhKSnJwgMiISEhISEhISEhIWE/SpSnYuvWrUhISEDPnj3h5+enOdelSxcsXrzYguLUtGlT/Pbbb4oClBFSUlJw48YNZGdn48qVK/j222+xcOFC9O3bF40bN9a9J9FddZMKBQoOesSKEtk5+hQqVuyoUNG8qTnhrurSZhcuu6k5AJk//U4s7QsAcLunuuI19Baiv7Brl1E6371+T+PKVM/zfezudNRR70jOYpUU0G/1Pz5u6sydlbHYlSmUm/g800AMGGpIytRzJ6vPc2QJKU+dSwG4u6jdIN3N0r3KgfeY1qNRsCGlDFFNTDViagLTX5gSwLQS4U5219CS1PSYWsVu70TVLBS3vKMBNY9pPQxHR323tgDT4Pj3DQpWpqGmUOApkR4HmmI3OtsN2xPbhVO+3fCxJCo3u9xvUSLcF0UZr99V699oszTnlZVohP3qUcQAbV1rA12pfSrPZL6XaSIc9I0pHJnZav65rjnfggbC9ViKbI8pT1x/XNdijDOiR6Zn6VMVzxIlR1Bq2NaZSsJqY0xpYRqhaBtulspEpWN6EdPLsrItVZyY6qcNFqivepZKbSQoLTwm/3DmtvKbA9fxc7h/cV2L52uCfRHVhIPOsQ1du6NSe4TNGdGOeL2Q6ShXSX1P0GZZsSjbIJili7M+LUYoFrLqFSswPUyqZ7cS1fJyUFU1sCxTN9U+deEGvevIDrU0QXO5eCzka5mWxHRFts9LFMjRydEybgzXDfcHbnOmHYl6vUVxbDh/PK7oUcoAta49aIzJylbv43ZhFTUuuxgT2O61tGZWHVR/8/VsI+qz1bJyezIlkmlboixMefp8gxou4LVGVZTfl4hqyGPur1dVevfzNQ1e6BJ/K0qUpyI6OhpNmjSxmFAAQKdOnXD58mXs2bPH4lzZsmXh6mqdazd9+nTUrl0bDRo0QO/evXHx4kVER0cjMjKyuLIvISEhISEhISHxb4XJ9Pf+/c0oUZ6KFStWGJ6rVq0aEhMTAUD51wgFz584caLomZOQkJCQkJCQkJCQ0EWJmlSUNPik3lV+C9oRu7SZmsLuwXIad7hlwCKmTTHYNcrqM+x2LZ0fJI5VaC7cUN227KJ3o0A77M7PyveYsrucfzOdg6lVrDQhns/uUnZ7c6Agpg85EH2IXfceTuZ7K2hYbJYu14LwdrWkeHFgOFaeMgTlQ6hrZZTRVzLS5E6jiGOpyMGUFq4Pdocz9OJJcLAkDqzGajdcj8yAUNuLqAuaQHP6G8rYhZ+jCZZlrldWi/njtkrJ4ICMTLNhuk9qurm92G74eUwT0gQUdLFUFOH7uG7YJtgWOH+CvlK9or7yFP/mZ2uUXPLbhu2AqQucvyp+6n0nL6qLHoKmwOOKi0FgO6bHaaiDOoHfWAWM85xuQ9kLUAP18THOB6vPpNA1bCsifg33Aa5HI7D9ikCjRsHgmH7IbVCKbE/kWy+YXUFwH9UqGJl/Mz2KzzN9z99Xf18f256wLVblcnXRV6HStC3Vn6CYMK1HBIADtMH5GK6ldFTUDMZwDtjINLwUGpdL56tg8fuPVaq4qn2oXNy/3PLtmvPP4PuM3lOibZgqYxSw0VtDvdKnqIr20Aa41e+XbgYUVdE2XppAfpbjKaB9t3KbOjrkWlzrQaQMtg9nJ/13tUjP0UCtkvPP5eK+JsrA3xH21IeG4pdfl6zyxJSnNQcu6R5PSlPTKAEL8RI2UKLoTxISEhISEhISEhISDx7kpEJCQkJCQkJCQkJCokiQ9CcrcHC2pAcwJeBehjonY7e3UQCZO+lmFyKxBzQ0FlZsYDefNvBbnkU+fA3cyhq3PNGihFIKu7rZJXyOFBY47VKkknQ7n8LDtIOyHvq+yWRyMZdmN66TpYs+I091ubIKEdcTU6RY/ck9X9EiJ5fc6AYWzoHw0j09LM5ngcptQKHSUirU43oB+VJNalk4KCFT11ilR7ie2Z3PrnP+XbaMmh4riCnpkv14kh2wDT1URs3fpTtq/ZXSCTrILneNWoxBQLssjeqPuTx3U1WXNtMO2PXPLnpW+qnmX9oiH4xE6pfJ9zJ1rymbTx/ivsV5ZuUTVmlhpZ+0DMu65j53hZR2SrurgeHKawLXOeTnU22LNA5W5qRPRTOi8AgaAtuSUT2xbXFyoux8nuuGn81BxRiiGlgtjykZ/Lxcg+CMgrJiRBlhqhSr3unRPLittApBahpsC5wPveCoZcuobcj1y32AVZxYrU1Q0JiS4+ykTxdkqiTTUUQZWAXMi84z/ZDpN0xZEXbtYkAj5LGE1YL8Sqv8G1E1KWo2DClKrF7F7yO3fEoWP4P7H6fHtsL1kXwvn55D7zRtcEEX3eNMS+MxRtAL+Voex/TGRUDbzoIKxdQwDbXY4H3PlEFHR0uKKis+OTmq6fE4yrbl6Gj5PCcDKpSRAp4og7urPoUxm/oo558pbcJmObAdqzwZUaFefLyi+hyDYIQlCnn/bo6W9FRISEhISEhISEhISBQJclIhISEhISEhISEhIVEklGj6k4+Pj9XzoaGhGDRoEFq0aIGFCxdqImPv2bMHXbp0QVxcHJ577jksX74cAwcORLNmzbBu3TqL5yxbtswisna6h+qidbpndguyy5VdhXdSOJAUUVbIFSYC+rCLnGlTv11TqTDskmQagmgxdhVzAC9WkeE02J0s0mNXLLvcmXLBLmF2nwpqEh8zogyVKaW6QPWD1anwzVCpV1z/7JYHpa1VfzL/LkXqGG5JakCuvHS1nvIc1TK6JKgqX84VygEA3EGKE0ynovZMKqVSWtgtLChcWgUhNQlWBOP6Y5qHUIa5k6LmgykNjGQDBR6meQgwpYEpHteS1Ws5kNi9DL32d6VrKegf9QemhDBVQFBTmObkakDV4QBU3KdEnRhRpVycmUamHud6EvlmWh3XddUKamAlfg4HfvNwNSfOCl2chpG6GrvwBWXFMZeCWDlSECsDOiNDjwnFLIY8cLuwjTHFR71e2K0m2CVdq6GBcGA9HTUe7rdMDck2oPVxIDFhbzm5rCClvw7GCkaOOvXONsjjZTkaL3N0xjdAtT0e49luuO+zOs4ft1VqxyOV1LEiW2f81YzxBL6GaTQZ+cE2efy4m8LBHdU0eGy/Z0ADE2D7FTRDQBvQjOta2A0HXuNxRW9MA7Q2JGhYRjQnLje3I4+jqTrB2TgfXC6mNPGYylQdMVZwHzF69/PYlEFlFBQkPZokoKXp8TVaZTHLsvB9PB4xjS1Rhz5mFBzPiPLEfVHYOI+hbPdaKhrbKY8b5uOl0pnSyUEE1TZiytOu49eV38/UKqubV4mSgxI9qThzRo22uHXrVgwePFhzzM3NDd7e3hg9ejTeeecdNGzYEBUqVEBSUhIGDhyIQYMG4bnnnlOud3JywoEDB7Bz5060bNnyLy2LhISEhISEhITEPxj/ct3bEj2p8Pf3V357e3tbHBMYPHgwNm/ejCFDhiA2NhYjRoyAt7c3xowZo7nOzc0NoaGhmDBhAlq0aAFHR/vZX2LzUVqGugLAKz1uOvr1gHaTp1ihZC1roxUUXtXh1RkR88HTTV0N4I1bmtgJtCGKVw9EepnZuUq5NCupBhsjWZ/e2dHccS7eSMNjlc0ehWTas5lNG8i0KyHWN1qxd6Kw4LgY8CZvgkspnasBk6t6PN3N1SINozgV5MzQ6PU7KKvx5L2gFRsXZ/2VGr0VvjIeLkp6fJ43w5Uy2GzMXibxzCyNJ0B/hYrBK1piVU8bs0B/FZmP3yKtcmH7bGO84sX2xs9hj5+4RhufwzKuAACkpqvP0Vtp5DxznbJHh1fxuQ+IPvVoFR9lwz17NYw2SOt5nJydHJQNtVcT1A2t5bwpfgXlj8uemGY5JvF4xG1hFOeBV0qFTXq5q2nkOlmungLaVVpezRaxCnjFlK/l8Y1tjMcv4aXhVWg+z3XA9mSihWG2BXE5e0w0NkZ90Vmnb1Qq665cwxuoOQ4Ie4rZA6cnsmAUU4GhXRFXj4vNzezN4/pgDxd70jgfwg61Xj79dyLbELeXj4f5+RxfhuuDvWucBj9TGx/CyaIs3Obcz9kLdpE2/Ip+zM9+mGJucB/OM4hHI8YFra2rv7MNRA6cdbxkeQYfmTw+c91w3xVjiJFXNifPsr8UTEO0OXtijL1kanr8XSHqxtXFSckTe6woG5r3ntHGerER/lcShdHUL7U5eyeOnE2gvFaHRMnDP2JPhaOjI+bNm4e9e/eib9++WLNmDebPn49SpSw/IkeOHIkLFy5g5cqVf0NOSxb4I6qwEBMKiT8HRpSX+4HRh4JE8YAVvAoLLwNqm0TxoDgEWYwoShLFA3uCI9pCcbzTJIxhtFByP+DAnRL/PPxjemD16tUxaNAgrFq1CkOHDsV///tf3evKly+P8PBwTJ06FZmZ+nKTEhISEhISEhISEvcDkynvb/37u/GPmVSkp6dj9erV8PDwwKFDhwx13AEgPDwcmZmZWLRo0V+YQwkJCQkJCQkJCYl/JhwSExMfCJ/uunXr0LNnTyQmJuqeHzFiBLZt24bY2Fi8/PLLGDt2LN566y3l/PLlyzFixAhcuXIFAPDFF19g6tSp+Pnnn1GtWjVd9ScJCQkJCQkJCQkJCdv4R3gqvvvuOyxevBhz585F3bp1ERERgUmTJuH33383vKdXr17w8/PDrFmz/sKcSkhISEhISEhISPzz8MBPKlJSUjBw4EC8/fbbeOGFFwAAPXv2xAsvvIABAwYgL0+fY+bs7Izx48djwYIFf2V2JSQkJCQkJCQkJP5xeOAnFaNHj4aHhwfGjRunOT579mycOnUK8+bNM7y3Y8eOqFev3p+dRQkJCQkJCQkJCYl/NB6YPRUSEhISEhISEhISEiUTD7ynQuLPQUJCgs1r4uLi/oKcSPxdyMjIG6nPfwAAIABJREFUsH2RxD8O3377rdXzGRkZGD16tM10Ll++jKwsy8CRmZmZuHz5sl15ycnJsX2RFcyePbtI90v8fdi3bx/69ev3d2fDbvzvf/8zpFv/VShfvjxu375drGkmJCTgzp07xZqmPVi/fr1dfxIlC3JS8YDi3r17Vs/b8zL+448/DM916dIFaWlphue3bt2KN954w+YzTpw4ge+++05zbOXKlXj88cdRs2ZNDBs2TPfD45+KgQMHIiUlxfaFfzKWLVtm9XxGRgaCg4MLlfbly5cRHx9vVda5ODFt2jSb/aE4sHr1apvXXLt2DQsWLMDw4cMxfPhwLFiwANeuXfvT81acePvtt/Hmm2/qKu398MMPaNy4MbZs2WI1jdWrVyMoKMjwfFBQkM3JCwC0aNEC8fHxtjNtgNmzZ6NNmza4dOlSodOwhZycHKSm2hcAMTk5+U/Lh72oX78+BgwYgBUrVihqiCUFN27cwCeffIIGDRqgU6dOduXvp59+snnNpEmTrJ7Pzs7GgQMHdNsxJSUFBw4csPlObdq0qWYxLigoCNevX7eZN8b58+fv6/qCyMnJKZZx99atWxgwYACqVq2KRx55BDVr1kTVqlUxaNAg3Lp1y+509u/fjxEjRiA4OBjBwcEYOXIkDh48aNe9PXv2NPzr1auX8idRsiAnFYSlS5dqAuKdPn1aM5CkpaVh6tSpNtO5cuUKdu7ciRs3bgAAduzYgTZt2qBFixaYMWNGkTv9iRMnEBAQYPWaFi1a4NSpU4bno6KilI3tejCZTAgNDdX94N+xYwd69uyJgQMH2sxrREQEDh06pPw/Pj4eAwcORI0aNdClSxesWrWqyApc6enpmDlzpl3XFmWQO3fuHPr06aP8v3LlyvDz81P+ypUrh5MnT1pNIzY2tlg9ACdPnsS6deuwbt06/O9//7P7vuHDhxuu8mRlZSEkJMTmC27NmjVYvHix5tg777yDxx9/HC+88AIaNmyIq1evWk1j9uzZVvvDrVu30K1bN6tpTJs2zeoE2F7k5OTg9OnT+PXXXzXHN27ciBdeeAH9+/e3ev+SJUvw5JNPYtSoUfj666/x9ddfY9SoUXjyySexZMkSu/Lw+eef2/VnhJCQEJt/oaGhVvOwe/dunDt3Dg0bNsSOHTsAmG1i3LhxaNu2LZo2bYr9+/dbTWPp0qUYNGgQSpUqZXHO1dUVQ4YMsbAdPdStWxctWrTAZ599ZvNaPXz//ffw9fVF48aNER0dXag0BPbu3Yu1a9dqjs2cORMPP/wwqlatii5duhhKngtUq1ZN81H27rvv2uUV1kNycjLWr1+Pzz77DJ999hk2bNhg14JFcHAwzp8/j8GDB+Oxxx7DU089hWHDhmHNmjX39cFYEFeuXMHly5eVP1t9XyAvLw9xcXEIDQ1F/fr1ERERgeDgYJw6dQqbNm2yeX9gYCDOnTtneD4iIsLq3krALDk/adIklC5d2uJc6dKlMXnyZHz11VdW0yg4jn3//ff3PdY/9dRTaNu2LVauXPm3eYrT0tLwyiuvYMuWLQgJCcHHH3+MGTNmICgoCJs2bUKbNm3sGm9HjhyJ9u3bY9WqVbhz5w4SEhLw9ddfo23bthg1apTN++/evav7d+HCBQwZMgRubm546qmniqPIEsUIuaeC4OfnhzNnzqB8+fIAzB+N+/btQ7Vq1QAAN2/eRJ06day6Ardt24bu3bsjKysL7u7umDNnDgYMGIBGjRrByckJO3fuxNixYzF06NBC5/PEiRNo1qyZ1Xz069cP69evx+jRozF48GA4ODgAMK+kDho0CIcPH8aECRPw5ptv6t5/+/ZtvPrqq6hbty6WLVum3L97926EhoaiX79+mDx5ss281q1bF1FRUXjmmWcAAFOnTsXmzZuVj5KoqCjMmzfP5od9QkICjh49ChcXFzRr1gxOTk7Izs7GokWLMHPmTOTm5tr8CB45ciQWLlwIHx8f1KxZEyaTCb/++iuSk5PRr18/fPTRR1bvHz58OHx8fPD+++8DAAICAjBhwgRUqFABgNkDU7ZsWauUC19fX5w9e1axscLi2LFjGDBggMYj4ODggLp162LOnDl44oknrN6/bNky5eO3adOmyvHs7GyEhITg9OnTiIuLU2xfD6+88gqCg4PRu3dvAMCePXvQuXNnvP/++6hVqxYiIiLQqFEjqxO+GjVqoFatWpg3b57Fs9asWYP33nsPjzzyCLZu3WqYRnHUaXx8PIKDgxVaTps2bTBz5ky88cYbOH78OHr06IG3337bcDK/Y8cOBAcHo1+/fhg8eDAeeughAOb+NmvWLCxevBgrV67Eiy++aDUfvr6+KFu2LDw9PQ0nWw4ODjh+/LjuuQEDBhimnZWVhU2bNiEzM9MmnSEnJwfTpk3Dp59+ii5duuDnn39GamoqPvvsM7Ro0cLqvQBQu3ZtbNmyBf/5z390z//+++9o3bo1zp49azOtjRs34t1330WNGjUwf/58VKlSxeY9BbFixQqMGjUKzz//PIYPHw4nJyfNeVv9BQA6deqEVq1aITw8HADw448/olWrVujevTtq1aqFzz77DEFBQZgyZYphGgVtteA7xl6sXbsWw4YNQ1JSkua4t7c3Zs2ahU6dOtlM4969ezh48CD279+Pffv24fjx48jNzUXt2rXRtGlTTJs2zer9P//8M8aPH48NGzYAMI+HwmNoMpng4OCAuLg4PP/887r3nz9/HlFRUYiNjYW7uzuCg4MRFBSE5557Dvv370edOnXsqQoMGDAA3333HbZt24ZKlSppzn3wwQeYNWsWoqKi8Morrxim8fLLL2PgwIGGsarWr1+Pzz//HNu2bTNMo2DbBgQEYP/+/ffVttu2bcPy5cuxefNmuLu7IygoCN27d8d///tfu+739fXFxx9/DC8vL6vXBQYGGp6bOXMmlixZgu3bt8Pf319z7vr163j55ZfxxhtvWP2G2bJlC8LCwvDxxx+je/fucHQ0r1/n5eVh2bJlGDFiBGJiYtC6dWu7ygVAed9//PHH8PPzw9ixY2VssRIIOakg2BoU7JlUtGzZEs8++yzGjh2LmJgYTJ48Ge+//77ysl+6dCnmzp2LH374odD5tGdSAZgDBr777ruoWbMm5s6di8OHD2PUqFF49NFHdT/iCuLSpUt49dVX0bJlS8yePRt79+5FSEgIevfujQ8++MCuvPr7++PHH39UPsbatm2Lhg0bYuzYsQDMHxdNmza1yrE+fPgwgoKCkJycDAcHBzRo0ABz585FWFgYsrOz0b9/f4SFhcHDw8MwjeIY5J5//nlERkaiSZMmACzt4+DBg+jfvz+OHTtmmIavry/OnTuHcuXKGV5jC+fOncOLL76I6tWrIzw8HLVr14bJZMKZM2fw+eef48KFC9i5cyceeeQRq+l88sknmDVrFtavX48nnngCWVlZCAsLwy+//IK4uDhUr17d6v01atTA2rVrlRfe8OHDcf78eYUmtG3bNgwfPtzwAxgw96nBgwdj//79mDJlCnr37o07d+5g6NCh2LZtG0aNGoXBgwcr7aWH4qjTkJAQ3Lt3DwMGDMCqVauwZs0a1KxZE127dsWAAQNsvqQ7dOiABg0aYOLEibrnJ06ciJ9++skmB/jFF1/EmTNn0LFjR3Tv3h0NGzYsbJE0+PrrrzF16lRkZmZi5MiRdlEXc3Nz0bdvX6xduxaenp7YtWsXatWqZdfzHnroIezZswe1a9fWPR8fH48WLVrYTQ1LSEjAe++9h507dyIwMNBiUjB9+nSbaezduxevvfYaTCaTZsLm4OBgF2e8Vq1aWLlypTIBGTduHI4cOaJQwb799ltERETg6NGjhmkUx4fnyZMn0bx5c3Tq1Anh4eGoU6cOTCYT4uPjFY/F7t2771vZMDExEZ9//jkWLlyI1NRUm3XSv39/1KlTB0OGDFHKsmDBAjz88MMwmUz48ssvkZ6eji+++EL3/vLlyyMkJASvv/66xs7LlSt3X5OKvLw8hIWF4bfffsOWLVvg6+sLwGwTkZGRWLJkCdq1a2c1jerVq2PPnj2GE9aLFy+iefPmVmNf+fn54ezZs8o4VJi2FUhISEBsbCy++uorxMfHo379+ujZsye6du0Kb29vw/t8fX3h6upqNW0HBwer/a5169Z4/fXX0bNnT93zS5cuRWxsrNWFnrCwMFStWtWQ2TF69GhcvnwZMTExVvMqsHLlSkRERCAzMxMjRoxAr169LMYAiZIB5787A/80nD17FosWLYKnpyfefPNNjBkzBs2bN1fOt2jRwq5NjsWBjh074oUXXsBbb72F5557Ds7Ozhg3bhz69++veB6soUqVKli9ejXatGmD1NRUbN26FWFhYXZPKADzC+LatWsICAhAbm4ujh8/jkGDBinns7KybOZl6tSpaNmyJd577z3ExMRg3rx5CA4OxogRIxASEmJXWWJiYvDWW29ZDJSOjo7o3bs3zp49i+joaKuTisuXL2teOm+++aZmgA8ICLDrI8meDzNrL/SPPvoIjRo1QmxsrKbsjz/+OAIDAxEaGoqPPvrIJr3knXfeQUJCArp27Yr169dj8uTJOHbsGDZu3GhzQgGY3eTiBQ6Y+favvfaa8v86derg5s2bVtOoUKECVqxYgejoaLz//vv45ptvcO7cOVSqVAm7d+9G3bp1beYDAJo3b27zJWNtcvPTTz8pH4zPP/881qxZg0GDBqFHjx52Pf/YsWOIjIw0PB8aGoovv/zSZjq7du3C6dOnER0dje7du8PHxwfdu3dHaGio4hG7H+zatQsTJ07EhQsXMHDgQISHh8PT09PmfWfPnsXbb7+Na9euYc6cOVi+fDleeeUVREZGokuXLjbvr1q1Kn766SfDScWPP/54Xx4HHx8f1KpVCxs2bMCpU6c0bW1P/58zZw6mTp2KwMBAjBw5slAfJElJSZqJ6+HDh/HSSy8p/3/yySft6v/25NcaFixYgFatWmHRokWa40888QQWL16M0NBQLFiwwOYmdZPJhGPHjmHfvn3Yt28fDh8+DE9PT7z00kto3LixzXwcOXLEon/Uq1dP+Yju3bu31f7zyCOPYMeOHfDx8YGXlxfq169v85l6cHR0xJIlS/Daa68pY9n8+fMxffp0LF682OaEAjCLBxT0+jCSk5M11Gg9mEwm9OvXT6H8ZWRkYMiQIXB3d9dct2LFCpv5KVu2LMLDwxEeHo6jR48iOjoakyZNwrhx49C+fXur8bVOnDhRJK/t2bNnDb1LgHlxzdYelWPHjmHw4MGG5zt37mzXwsbu3bsxfvx4XLhwQakPe8Yvib8PclJRzEhNTVVWNZ2cnODu7q5ZQXd3d7c5ON29e9fqeWuDX0H88MMPOHHiBCpXrozLly/j9u3byMnJgYuLi1158Pf3x/z589G9e3e0a9cOo0eP1uSPPyr10KhRI0ybNg0zZszAunXrAEBZ6QfMK5a2Pi7+97//YdOmTahbty7Gjh2L+fPnY8KECXa5+AWKY5BzcnLCrVu3ULVqVQCwWJW+ceOGzVUiAJg1a5bV1SZb+O6777BixQrdjxMHBwe8++67eP311+1Ka+rUqbh79y6aNWsGHx8fbNiwwe7V6EqVKiE+Ph6VK1dGcnIyTp06paFM3Llzx+4XQKdOnRAXF4ctW7bA09MTs2bNsntCAQDdunXT5UPbi1u3binUCR8fH3h4eFjdc1QQOTk5cHNzMzzv5uZmt5JR3bp18cEHH2DSpEmIi4tDTEwMPvzwQ7Ro0QJLly61y8aOHz+O8ePH4+DBg+jZsyfWrFljtydnzpw5mDJlCtq2bYs1a9bAx8cHoaGhmDNnDsLDw7FhwwZ88skn8PPzM0yjXbt2iIiIQIsWLVCxYkXNuWvXruGDDz6wubdDID4+Hm+//TYSEhKwevVqNGvWzK77APMKc//+/XHu3DksWLAA7du3t/vegvD398fvv/+OgIAAZGZm4pdfflGokIB57NfbQ1IQkyZNUj40s7Ky8NFHH6FMmTKaa6x5Xg4ePIgPP/zQ8HyfPn2sLlzNmTMH+/btw8GDB+Hp6YlGjRqhXbt2+PDDD1GzZk2b+Re4cuUKHn74YeX/kyZNQtmyZZX/ly9f3uqiwvfff4+ffvoJ0dHRaNOmDQICAhASEgLg/iderq6uWLFiBdq1a4cmTZrg8uXLWLhwod30mBo1auDQoUN47LHHDPNao0YNq2kUtGdrQgX3g6effhpPPfUUmjVrhnfffRerVq36U4P2pqSkWH2v+/r62ty7c/v2bY1tFMTDDz9sU6Wqc+fOOHDgAHr27Ilvv/1WY1sSJRdyUlEAW7duVQb4vLw87Ny5U5n12/Mx7+DgoBkQC7MqVb16dav3Cb6qNaSkpGD48OFYu3YtRo0ahSFDhuC7775DeHg4tmzZggULFhgOoHp5MJlMWLNmjbJRUeTBlov8/fffR6dOnfDkk0/CyckJ06ZN03xofv311zY/Eu7evat8EHl4eMDDw8NujqlAcQxyjz76KPbs2YOnn35a9/yOHTvs+hB+9dVXi7SSlJSUZPGhxqhUqZJNlZkRI0Yov93c3ODo6IhHH33UYjXd2sdNp06dMHLkSFy/fh07d+6Ev7+/sncGME/kbFGwAPMkacCAAfD29saGDRsU/vPIkSMxdOhQu/rQm2++WaQ6dXBw0FCsHB0d4exs//BYs2ZN7N6921CNZNeuXTY/SgrCxcUFHTt2hJeXF+7du4dt27YhPT3d6qTi4sWLiIiIwNq1a9GhQwccPnzYcF+DET755BPMnz9fM2l3cHBAeHg4Xn75Zbz99tto2LAhzpw5Y5jG0KFDsWnTJjz99NMICgpS7ODs2bNYtWoVAgICFNqMNXz22WeYOnUqOnbsiMjISIuPb1to3LgxGjdujO+//77I+5heeuklTJgwARMmTMDmzZvh4eGhoe2cPHnSpofvhRde0FBonn32WQsVPlv2fu3aNasT/0ceecTqJumxY8eicuXKmDRpEkJCQqxOhq3Bzc0NV65cURaFWMQCMKsL2lpUaNCgARo0aIAPPvgAq1evxvLly5Gbm4tBgwYhMDAQ7du3tzrWAdBQCnv06IExY8agTZs2cHZ21pzr0KGDYRpdu3bF1KlT8eyzz+Lxxx/XnDt27Bg++ugjDBs2zGo+5s6da/V8YXD+/HnExMRgxYoVuHnzJl588UV079692J/DyMvLs0o3dXBwsCmdm5mZaXWC7eLiYlP1cc+ePXBycsKKFSusenfslaeW+GsgJxUFwNQcAHjvvfc0/7c14JtMJjzxxBPKdampqWjcuLHyf3uUn8TGt6KgYcOG8PPzw65duxRubfPmzfH9999j5MiRaNWqFd577z0MHz78T8sDYKZBHDlyBKdPn0a5cuWUDawCo0ePtvqxL5CYmAhnZ2dlMpOcnGzh0bG2ulIcg1y3bt0wcuRIPPbYYxY0qY0bN2L27Nk2N3sXlfoAmCcNJ0+eNKy3EydOWNRzQRRUBnvmmWeQm5urOW4rr8OHD8eVK1cwduxY+Pv7Y+HChRpayTfffGNzI96IESOwdOlSDBw4EGPGjIGLiwsaN26M9u3b45133sHmzZsxb948qx/kxVGntvqtgNELrFu3bpg4cSL8/f3x6quvas7FxcVh0qRJ90V7vHjxImJiYhAbGwvAvOdjzpw58PHxsXrfM888A2dnZ4SHh6NBgwY4ceIETpw4YXGdtQ+sgwcPGlKtatWqhe3bt+OTTz6xmo/SpUtjy5YtmDx5MtasWaOoIvn4+CA4OBjjxo2zuU8FAD799FMsXLjQan6tISIiwpAbfr8YM2YMwsLC0KlTJ5QuXRpz587VjCkxMTE2N7Hbo2ZkC2lpaRaUGoa7uzvS09MNz8+bNw8HDhzArFmzMGrUKDRo0ECZfD333HN2ecIAM91y06ZNhvt+1q1bZ/fij7u7O8LCwhAWFoZz584hOjoakZGRGDVqlE11LL32LRjDwNYCWP/+/bFt2za8+OKLaN68uTJpO3v2LPbs2YOGDRvaVH8rLqSnp2Pt2rWIiYnBoUOHUKVKFfTu3RvdunWz2IheEIGBgTYniSkpKVb7nslkQtu2bQ0pgrm5ubYLAeDLL780nFTaI8E8Z84cu54jUbIgN2oXM2zJzgnYS0/RQ0pKCg4ePIiXX37Z8JqIiAiMHDnSkOYUFxeHYcOGWV1tLGoeigu+vr4WXhO9/1t7afj6+mLUqFFWB7np06fb9Lz069cPq1atQq1atRSqwLlz5/Drr7+ic+fONvcxFIdS0dixY7Fjxw6sX7/e4uPvxo0b6NSpE1q2bImIiIhCP+OvwtNPP4158+ZpPBwCCQkJGDJkCHbt2mV15bU46rSo/dZkMqFPnz5Yu3YtatasiVq1asHBwQFnzpzBb7/9hg4dOmDJkiU2J0CrVq1CdHQ0jhw5gldeeQXdunVDy5Yt7Z442aIjAvZvTC4umEwmJCQkwGQyoVy5cvc1Cbx586bNvSTWVlbr16+PsLAwdOvWDZUrV76vfBshKSkJpUuXtvjounv3Ljw9Pe2iQBUFvr6+WLt2reEE886dO+jatatdbXzp0iVF/Wn//v24desWGjRogCZNmticBG/cuBG9evXChx9+iD59+ihtkJubiwULFmD8+PFYsmRJoSln2dnZ2LJlS5Eoa/f7vLlz52LVqlU4f/48TCYTatSogcDAQPTv3/9Pb1cAGDJkCNauXYusrCy0bdsWPXr0uC+6nzUcPHgQy5Ytw4YNG6zG/7C1MCZgTRb2scces6uf//LLL3Y9S+LBgZxU3CfS0tL+9o1C9qo/2cLt27cLrZhjbx6saeozhEyjHmxp4gtY21xYnIPcmjVr8M033+C3334DYObjdu3aVbNJ2V4kJCTAwcHBKj+9IJKSkvDSSy/h6tWrCrXEwcEB8fHx+Oabb/DQQw9h+/btNle1beHIkSO6H/t6OHnypBLfoUaNGnZvukxPT7e66gqYKXLWAvFdunQJlStXLhaPRVGxdu1arFq1SmMbgYGB6Ny5s133+/r6IiAgAIGBgVZtwlp/KSrsiVLr7OyMihUrol69eoYr20ePHsXmzZuRk5ODZs2a2ZTT1cN7772HiIgIw9XX+Ph4DBgwALt27dI9P378eKxcuRK3bt1Cs2bN0LNnT7Rp08bmnrI/C/aMh6JuGzZsaCHpCaiLLNa83oWZOF66dAlRUVF2qz8BwJQpU/DJJ5/Ay8tL2Wt24cIFpKWlYfDgwYZqaH8GMjMzFVu8evUqli5dioyMDLzyyiv3tT/q70SjRo3QvXt3hISEFHn8Bsx7xWJjYxEdHY1Lly6hadOm6NixI8LCwooht38u7Hn/zJs37y/zIEnYBzmpsBMZGRlYuHAhZs+ebREc635w9epVREZG2h2sTQ9FnVQIKbfly5ffV8C0wuShqLr7gDlg3GuvvWa3W/7vhC3XMmAe6CdMmIBNmzYpG968vLzQoUMHjB8/3q4V98TEREyZMkVDLfH29kaXLl0wbtw45Obm2rWxLTU1VREUEDh+/DimTp2KHTt22GzfosbLKA4Ux8S1IK5cuaLhDTs5OdmkHliDvZ49eya/tvpLUWGPt0OgQoUKWLp0qQUFZsOGDejVqxfc3Nzg5OSE1NRUREREWI2joYenn34aeXl5mD9/Pp599lnluMlkwqeffooPP/wQbdu2taqslZubiy1btiAmJgY7duyAt7c3goOD0aNHD0N1Kj3wPiRrsLYPyR46UF5eHu7cuQOTyYSFCxdarNTbGx3clgDG1atXFeWnffv24fLly3B1dcUzzzyDJk2aGFJjC+Lo0aPK6j6gLrIY7T0TCAgIsMvWbZX33Llz6N69O86ePYt69eph0aJF6Ny5M1JSUuDo6Ii0tDQsW7bMLhUoPRTH+7KwKMyik8lkwvbt27Fs2TLs2LEDTz75JI4cOYKdO3faPR6LBYHs7Gw0b968UAsCRUW5cuUwZMgQjB492mJ/24ULF9C/f3/Ex8dblfmV+OshJxWErKwsTJs2Dbt27YKLiwsGDx6Mdu3aITY2FpMmTYKDgwP69u2Ld955x2o68fHx2LdvH1xcXNCpUyf4+Pjg7t27mDZtGpYuXYqqVavi8OHDhc5nYSYV2dnZ2LRpE6KiorB3717UrFkTHTt2xJgxY/7UPBSH7n7BoISFwcsvv4yVK1cqqz+TJk3C4MGDlQ+ohIQENGvWrNAvDXtdy2lpaWjatCnu3r2LwMBARWP+9OnTWL16NcqWLYs9e/ZY9YZFREQocT5MJpOywVxQS+7cuYP27dvjwIEDhmlcuXIFb7zxBo4cOQInJyf07dsX48aNU9RFXn31VYSHh2s+5AqiuOJlpKen49NPP8X69etx8eJFODg4oGrVqooOvy1PRnFMXIsayMsWisu7aC/WrVuHb775Br/++iscHBxQvXp1BAUFFXpvQkGYTCZcv34d06dPx88//4w9e/Zozrdo0QL169fHzJkz4ezsjMjISMybN89mgMqCSE9Px/jx47F06VKEh4djzJgxygfF77//jsjIyPvyEN68eRNfffUVli9fjt9++w1PPfUUevToYdfmV3s+Sh0cHIq8H+2PP/5ApUqVEBkZibVr1+LQoUOa8/ZuTDWiew0dOhT79u3D77//DhcXF4Xu1LRpUzz77LN/Cc0HsE45jI+Px6JFi5CdnW1TQCM4OBgZGRkYMGAAVq9ejYMHD6Jp06ZKFPYRI0bg2LFjSnR4e1Dc78v7QXJyMqZMmYLVq1dr9iJ17doV77//vlXlwIiICMTGxsLV1RVBQUEICQlBtWrV7iv2R3EsCNjj7QSs7+3as2cPwsPD4ePjgwULFih7QxctWoSJEyfihRdewOzZs23uH5T4ayEnFYTJkyfjiy++QPPmzXH48GEkJCSgZ8+e2Lt3L9555x0EBgbadJtv2bIFPXr0QHYhtP8hAAAfQ0lEQVR2NgDgP//5Dz777DP06tULtWvXRnh4uNXInvbgfj5Q4uPjERUVhZUrV8LNzQ3Xrl3DihUrNPrqf3YehO6++Ki/X9394uDM24pke/PmTdSuXdumnC+jMK7l4ohWWqlSJUycOBH9+vWzOJeYmIh27drBwcEB+/btM0yjX79+OHnyJHr27In169fj+++/x+OPP45HH30Uw4cPtytgU58+fZCWlmYRLwMwf3SGhobC09PT6j6TnJwcvPrqqzh+/DhatmypCeS1c+dONGjQAJs2bbKqxFQcE9eiBvKyhb9qUmEymdC3b1+sXr1aiVZuMplw9uxZ/P777+jSpYtFfIOCGDhwID766CO7NlJfuHABzz//PK5fv645XrlyZezevVvZd5SZmYlKlSrh7NmzhZKG3Lt3LwYOHAg3NzdcvXoVzZs3x6xZswoVu0Ng48aNGDRoEJKSkv7SPSZGuHHjBmbMmIHo6Ghcv34dly9fRoMGDXDr1i3NdQX3mBWErT1mL730Epo2bYomTZrgueeeszlpN8LkyZPx3nvvKZLp27ZtQ5MmTZT0kpOTMXz48PuSPxVyw7GxsWjZsiUmTpxoU1GPg3CmpKSgSpUq2LVrF5588kkA5s3WrVq1ssvD82e9L+1FYmIiWrdujT/++ANdu3bVLNR88803qFq1KrZs2WI4sShbtiyGDRuG0aNHa/b83M+kojgWBNhGrS302Op3woa+/fZbDB06FIcOHcLPP/+MiIgIu2MISfy1kOpPhLVr12LOnDlo3749Tpw4gaZNmyIxMRGHDh2yW17y448/Ru/evTFu3DgsXboU48aNw9ChQ7F06VI0atTIrjRszfLtGRyjoqIQFRWFs2fPol27dvjyyy/RuHFjVKhQwa4Ni8WRB4Hi0N0vbr683kBnzzP0XMvnz5+327W8ZcsWvPvuu7pc6YoVK+Kdd95BbGys1UnFl19+iZ49e8LX1xeBgYHK8cTERHTs2BF5eXnYuHGj1Xzs27cPS5YswfPPP4+OHTuiTp066NChg03ZREZxxMtYunQpzp8/j71791p8PJw6dQrt27fH0qVL8eabbxqmURwB44oayKs4kZWVhYsXL6JKlSpwdXXFL7/8grlz5yI9PR1t27a1qn+/YMECbN++HTExMWjbtq3m3IYNGxAeHo6FCxfqTkgFYmNjMXHiRLsmFVWqVMEPP/xgcTw1NVXz4ePq6gp3d3ekpKQUalJRo0YNVKlSBYcOHYKHhwf69OlT6AnFrl27EBMTg7i4OHh4eKBv375231tUr1piYiKGDx+ueMOHDh2Kt956C9OmTcOnn36KOnXqKHS+ypUrW0woAHNAMAGh1LNo0SK7VPQA82SqOKiks2bNQv/+/ZVJRZ8+fTQLNRkZGXbHVEhOTsasWbOwYMECPProo1i3bp3d78s7d+4oq9VeXl7w9PTUUPh8fHxsqg0V9X1ZXJgxYwYcHBzw448/Wkjpjh49Gp07d8aMGTMwZcoU3fsnTZqE5cuXIzo6Gq+99hpCQkIsJHJt4ddff8WiRYuUb57Bgwfjo48+QkJCgt1919/fH87OzkUWSShTpgwWLFgAk8mE6dOnw9PTEzt37rwv2qLEXws5qSBcuXIFDRo0AGDmNpcqVQpDhgy5L736M2fOYN68eShdujTefvttTJgwAR988IHdAySgL5FXELY+gIcNG4Zhw4Zh48aNhdIhL448FERhdPcFwsLCbHqJiksG1wgFXctTp05VXMv21nFxRCt95ZVX8Omnn2LQoEHw9fVFq1atkJSUhM6dOyMjIwObNm2yycG9ceOGEr/A398f7u7uaNOmjV1lECiOeBnr1q3Du+++q7sa+eijj2LYsGFYt26d1UkFUPSJa1EDeRUXjh49isDAQCQmJqJChQpYvHgxXn/9dVSsWBFOTk7YsGED0tPTDftnTEwMJk+ebDGhAID27dsjISEBX3zxhdVJhT2y1wKOjo6G3H2O+QNYxv0BrNMfBJYvX47Ro0fj2Wefxc8//4zo6GiEhIQgLCwMERERdglnXLx4EcuXL8dXX32Fq1evokmTJsoCkr10n5ycHHTo0EHxqrVu3Vrxqk2fPh07duyw6VWbMmUKvv/+e4SGhmLnzp0YM2YMdu/ejXv37mHVqlV2RbIuuHjh6OiomQDbQpUqVfDMM88o3gohQ3y/KGgn92M3AtnZ2Vi0aBFmzJgBPz8/zJ071+6AdYyiLjoV9X1ZXNiwYQMiIyN1x9WHHnoIkyZNwogRIwwnFSLq9A8//IDo6Gi0a9dO8bbevHnTLk9FcSwInDp1Ctu3b0d0dDSeeeYZNGzYED169EDbtm3vi153+/ZtDBkyBHv37sXIkSOxevVqhIaGYt68eXjuuefsTkfir4OcVBCys7M1Hx8uLi73HWwpJSVF6ZDOzs5wd3e/ryilgO2I2vagT58++PLLL7Fz504EBweja9eu96X0ZCsPJpMJe/futTu9wuruC9SsWbPQbnrAMihhYTBz5kxd1/L9oDiileL/7d19VFR1/gfwNw/HNaANVB4k0kQl09oQz5ETDyPKwwi0QISEAWKG7nJSSdDN9QHMg4GBGxFqIa4k44bPgqIh8qCAu5a4HhMiUUpJpaOrYIKQA/z+8Mz9McPMnTtzvyAPn9c5/jHM3Ov3KnPv9/N9+Hzw5N/v/v37iIqKQk5ODlJSUvDw4UMcO3ZM8P9zz2swNDTUefSSRb2Muro63urAimUuQukbuIot5MVqZu+jjz6Cp6cn4uPjkZeXh6ioKERHRyMhIQEAkJqaih07dmgMKq5du8ZbK2H27NmC6mWwmBlUrfkDKNf9EbL8Yf78+aisrMTGjRvx7rvvAniSUtnPzw8xMTFwdXXFtm3bNGb3UaToraqqgo2NDebPn4+IiAjBHfCeWMyqFRUVYevWrfDw8EB0dDSmT5+OCRMmCE7jycInn3yCqqoq5OTkIDk5GaampnB2dub2VTg6OvIWP2Nl//79SEpKQkdHB9atW4eoqCi976tLlizhOqvt7e2IjY1VqlqujdjnJStNTU3c3gF1XnnllV5LDdWZOXMmZs6ciZSUFBw8eBC5ubkIDAzEa6+9hqCgIN6ZcED8gIChoSGkUimkUinu3LmDvLw8bN68GXFxcQgNDUVSUpKgQcIVK1Zg0qRJqKiowIQJE/DBBx8gISEBb7zxBmJiYrBu3bp+2wNEhKE9FT1YWFggIiKCuxnl5OQgODi4V2DBl91DNYe4v78/srOze3WuhCyVEZsi7/fff0dBQQFyc3Pxn//8B7NmzUJJSQnKy8t5q2nzuXXrFvbs2QOZTIbGxkatnQKxefcBdnsqZs+ezd2ATp06BVdXV6UHT3l5Oe/1ZGZmYs+ePbh3757S1LIu61VHjRqFK1euaHxgKUaThK7x3rRpE7Zs2YIJEyagsLBQa/VZBQsLCzg4OHAP8R9//BH29va9bvRnz57VeA4W9TIsLS3x/fffa2x3U1MTXn31VbXLQFSpC1yFdiCDgoLwyiuvaGzr6tWr8cMPPyA/P1/t+6zqQ4wfPx4nT57ESy+9hPb2dtja2uL06dPc97WhoQESiaRXFWaFcePG4eTJkxp/F+vq6uDj48Mb5Ghbs68gZh9Cd3c3ysvLtRaL8/Pzw7Zt29T+H3Z0dGDDhg3Izs7W+PthaWkJqVSKBQsWwMvLS21nuby8HB4eHlrb/Oc//xm+vr4aN6xmZmaiqKiId8Z0zJgxSsH22LFjUVpaqnXfAB87OztUVlbqFSjV19dzNSqqqqpw584dmJmZwdXVlfseaaJ6X1Zth7Z7mYWFBZ555hm8+eabvAE73/MWgOANxNoqXvfF81JXDg4O+PrrrzFjxgy173/33XcIDw/HlStXdD63Yr/I/v37UV9fr/FzfVXr5urVq1ixYgWqqqpw7do1rX+PjY0N/v73v2P58uW97kdnzpzB0qVLYWZmxvuMIv2PZip6cHFxUUpPNnPmzF4PbyEP2+DgYKWpYNV15dq+kNpS5G3dulVQirwRI0YgJCQEISEh+PnnnyGTyVBTUwOpVAovLy8EBQUJypzS2dmJ48ePY/fu3SgrK8O0adOwaNEiQdPUS5YsgZ2dHWJiYjBq1CjU1dWhrq6u1+f6Mu8+8GTEsyd169LDwsJ4z8FiaplFtVLVdipm1FRHn/Ly8jSe429/+5vo0ehVq1bh5MmTcHJy0lgvQ7UivarOzk7epReGhoZa/01UA9f09HSdA9fo6GgsXLgQ48ePV1vIKzs7G7t27dJ4/OHDhwV1TLV58OABt3Rt5MiRMDExUdrbYGZmxmWlUmf69OnYu3cvEhMT1b7/9ddfCxrQSE9P580yoy9dByUKCwu5/8eWlhY0NDTAwMAAL774IszNzZGcnMxbHK22tlbtYISiHbm5ufjll18EJ70QO6vW1dWlFLirpnPub5MnT8bkyZOxaNEiNDU1ITs7G1lZWSgqKhJ0fM+qyXK5HLm5uVxnUds+BhcXFxgYGOD69esaPyPkO6wtWBCK1fNSDIlEgrS0NI0B3T/+8Q9IJBKNxxcXFyMuLg6VlZW9vr9jx45FQUEBMjIyeNsgZJWCarY3Tdra2nDo0CHIZDJ8//338Pf3R35+vqDApaysTGOwLZFIUFVV1S/ZuIhuaKaCMRY5xPsiRZ5CV1cXTp06ha+++grFxcW868Tr6+uxe/du5OXlwcTEBPPmzUN6errgUXmATd59FjMVfaG1tZWbWj5//rygqeXk5GRBD0q+aqWsRuZY0FYvQ9vyNtUZJFVCZpBYFYwTU8jLwsIC48aNQ2RkJMLDw/VOc6g6k6UuSxnf6G9JSQlCQ0Px17/+FcuXL+cSAjQ1NSEjIwNZWVnIy8uDl5cX77Ww/L6pG5QIDg5GYGCgoNH1xsZGrFy5EqdOnVKqheLt7Y3U1FTBm0AV7cjNzUVpaanO7WAxq6ZtxlSBb0BAdVBBn3MAT9JoK6ppV1RU4Oeff4ajoyNcXFzg5uYGT09P3uP7qqaKXC5He3s7zMzMdDquL+jyvGShvr4enp6emDRpEpYuXao0ULN161ZcvXoVJSUlcHBwUHt8aGgovL29NSYf2LlzJ4qKirBv3z6d26bLgMC5c+eQm5uL/Px8ODg4IDw8HCEhITotJ9clCx0ZOCioUCE2u4fYHOIA2xR56pZQPXr0CHPnzoWDg4PGjoOvry9qa2sRGBiI0NBQbgOhLkt9WPH29kZeXh63SYx1jQkWhE4tDxTaZmWAJx0CbUsgFNTVyxCCRYDEsnNTXV3dqyK2kEJeP/74I5c2+d69e5gzZw4WLFgAX19fndaJa1uW1tnZifr6et4H+s6dO7FmzRo8fvwYzz77LAwMDPDgwQMYGxsjKSmJd5M2wKYuDMBmUOLWrVuYM2cODA0N8d577yml2FSkKi4tLeUN4li0A2CzdJHF77vYc3z44YeoqKhAQ0MDHB0d4erqCjc3Nzg7O3OZnFi4fv06EhMTkZOTo/b906dP4969e0rV5j/99FOkpKRALpfDw8MDO3fuZFJZWih9n5csVVdXY+nSpairq1NKy/rSSy8hMzOT9140bdo0HDlyRGNtoPr6egQGBqK2tlZQW/QdEFAM9Lzzzju8e0T49mWwug+R/kVBRQ8scuaLzSGuOIeYtaqA+Cqjo0ePRnR0NKKiojB16lTu57oGFXzTsS0tLXBzc8Nnn33GW7FT9eai6+gtK9quxdXVFampqfD19dV4DtadeX1ZWFjghRde0Jpthq9zI+RaAP4R08uXL+Pll1/We4OmENo6N8CTafqEhAQUFhbi8ePHmDVrFj755BOd05/K5XIcP34ce/bsQUlJCUaNGsVtDtZWBBBgM5MFPOkQHT58WKnKcWBgIJ5//nmtewhYzFSwGpSIjY1FXV0djhw50mtAp62tDcHBwZgyZYrGZUcsB0dYzKoNBIrv/rJly+Dt7a3XXgwhtNVmCQwMhLe3NzeDWF1dDS8vL0RGRsLBwQGff/45QkNDNWY6Yqmvq3Lr49KlS0qDG0KqsVtbW+Ps2bOYOHGi2vevXr0KNzc3rZu9xQbiLPZlDNQVCoQf7anogUV2D7E5xBXErndft24drK2t8dFHH+HgwYOYN28e5syZo7SEKj09XeNNsqysDLt374avry/GjRuHsLAwhISE6NyOrKwsLF++XO367Oeeew4ffPABvvjiC96ggkXqQhZ27NjBey0rVqzArl27eIOKoqIiQZ35vrZs2TLs27cPZ8+eRXh4ON555x2df0dZXItEIlEKGENDQ5GRkSF4w7kQDx480JqdKTk5Gf/6178wb948jBw5EgcOHEBcXBy++uornf4uY2NjBAQEICAgALdv3+aqN3/++edwdnbGiRMneI8XkplJCFtbW7z//vvca132ELDIPvftt9+qHZTQVXFxMbKystTOEJuYmGDt2rX4y1/+0uftAHrvy1JHaKD9NB0/fhyVlZU4evQoEhISMHr0aLi5uXF/+irIUPXDDz8opc8+cuQInJ2duTX/dnZ2SEpK6pegQuzzkiUxqyVsbW1x+fJljUFFTU2N1qWZPQPxXbt2cfd3XbLwsdqXwbo+Fel7NFPRA4vsHqr0yczBIlMRqyVU7e3tOHLkCHJzc3Hu3Dl0dXVhw4YNWLBggaBpaRbTsSxmblhgcS0JCQlctVZ9O/OsdHZ2oqioCDKZDKWlpXBzc0NkZCT8/Py0pvsD2FyLtv9bFoRUs3Z0dMT69evx1ltvAXgyaiqVSvHrr7+KmkVpbm7G3r17kZKSIqhyM8uZLLF7CMS4dOkStxyw56DEtGnTdJohsLKywn//+1+Nv1c3b97E9OnTNa51Z9WOoer333/HuXPnUFlZicrKSly4cAGjR4+Gu7s7tm/fLurc2r531tbWqK6uhp2dHQDAx8cH3t7eWLVqFYAnM4wuLi64efOmqHYIwXLJsRhiV0t8+OGHKC8vR3l5udqZvdmzZ8PDwwObN2/W2AZWqxTU0WVfRn9koSPs0UxFD6xz5uuLRaYiFlVGgScZaMLCwhAWFoaGhgbs3r0b27ZtQ1JSEiQSCQ4cOMB7/N27d3lzngtJTceixgQLLK5l48aNSExM5DrzW7Zs0bkzz4qRkRH8/Pzg5+eHX3/9FXl5eUhKSkJ8fDwuXryodaPkQLoWsW7evInXX3+dez1jxgwYGxvj9u3bXKdHF+Xl5ZDJZCgsLMQf/vAHhISEIDIyUutx2ooWCqFu6UJpaSm+/PLLfutE/+lPf0JaWhqSkpK4QYnExER0dXXh5MmTsLGxETQoYWlpiYaGBo1BxbVr13iXR7Bqx1A1YsQIuLu7c3UqiouLsWvXLuzdu1d0UKGNtbU1fvrpJ9jZ2aGjowOXLl3C2rVrufcfPnzYbzUIWD0vxRK7WmLlypUoKCjAjBkzsGTJEm4A7MqVK9ixYwe6u7sRHx/P2wZWqxQUxGSP7KssdKTvUFDRQ3NzM2/BmzFjxqClpaXP28Eqaw/rjri9vT02bNiA9evX45tvvoFMJtN6DIvp2O7ubtHFjVhgcS2A+M58X2hra0NLSwtaW1thamoq+HdH7LUMlICxs7OzVwfG2NgYcrlc8DkaGxu5qs2NjY1wcXFBeno6AgMDBVfpFfvdZ7F0gSWxgxJeXl7YtGkT8vPzexUwbG9vx8cffwxvb+8+b8dQI5fLcf78eS7z03fffYeOjg688MILCAgIgLu7u9ZzaBvY0lbE09vbG4mJiUhMTMSJEydgYmKiFNjX1NTA3t5e2AUxMBDuQ/n5+YiPj1ebSnXq1KlYsWIF8vPzNQYVlpaWKCoqQnx8PDZu3KiULc3T0xNpaWm9agqpYhWIqxvcKCsr02lww9fXl/ZUDDIUVPTAImf+QNJXHXEjIyP4+/vD399f62d9fHzw8ccfw8fHR+10rOI9PixmblhgcS2q9O3Ms/Do0SMcPnwYubm5uHjxIt544w1s374ds2bN0ut8+lyLtoBRQZcUm6qEVChXbYemtmhqR1BQECoqKmBpaYn58+cjMjKyXztECiz3ELCmz6DE6tWrMXv2bDg5OWHx4sVKKTZ37twJuVyOf/7zn33ejqHkzTffxLfffou2tjbY2trCzc0NqampkEgkvKnOVWmbVRs1ahSXmlmdNWvWICIiAkFBQTAzM8O2bduUvn8ymUxrcUSWBsLAFYvVEuPGjcP+/fvR3NyMhoYGdHd3Y+LEiTrPyIkJxFkMbgyEII/ojvZU9MAiuwerHOJiDZRaBnfu3IFEIoGBgYHG6djTp09rHT0ZCFhdi7rOfEREhN6deX3Exsbi8OHDsLe3R2RkJN566y29loGIvZaBkGKTxTnCwsKwYMECSKXSPs1kpc1Q3ENw/fp1rFy5EiUlJb1GXlNTU/ttY/FQ8d5770EikcDd3f2pBL6qWlpaYGZm1ut7c//+fZiamvbLEqiB8rxkUQulL3V2dnKBON++Lhb7Mij70+BEQUUPA6FzMhTduHED8fHxajsFaWlpvKNZA43Ya2HVmRdLkUd86tSpvCNCfMHvQLkW0pvYBAsDUXNzs1KKzcF6HU9ba2srvvnmGy4pQXx8PNrb27n3jYyMkJyczFXKJv2HRS2UgWAoDm4QYSioIP1G7HTsQKLvtbDozLMQExMjaHqZL/gdKNdC+CmWLuTl5eHevXvDcg8B+X9ZWVk4c+YMt+zLzs4OTk5O3Gx6TU0NFi9ejNjY2KfZzGFpqNRCURiKgxuEHwUVhPQjFp35gWIoXctwIHTpAhnapFIpli1bxtVcUE3jfODAAWzfvh0lJSVPsZXD01Be6UCDG8MDBRWEEELIMDF58mQcPXqUW4Iybdo0nDhxgtukfe3aNXh4eKCxsfFpNpMMUTS4MbRR9idCCCFkmPjtt9+U6u3U1NQovS+Xy/H48eP+bhYZJnTJHkkGH82VvAghhBAypDz//POora3V+P7ly5c1FhskhBA+FFQQQgghw4SPjw9SUlKUMj4ptLa2YvPmzTrX2yGEEID2VBBCCCHDhqLejpGREZYsWYKJEycCeFIBeceOHejq6sKZM2eoPgAhRGcUVBBCCCHDyI0bNxAXF4fS0lKlejtz5sxBWloaFRQkhOiFggpCCCFkGOpZUNDe3h4WFhZPuUWEkMGMggpCCCGEEEKIKLRRmxBCCCGEECIKBRWEEEIIIYQQUSioIISQQcTc3BzJyck6HVNRUQFzc3McPHiwj1pFCCFkuKOK2oQQ8hSZm5sL+tzWrVsRHh7ex60hhBBC9ENBBSGEPEVffvml0uucnBycP38emZmZSj93dnYGADQ1NcHYmG7dhBBCBhZ6MhFCyFP09ttvK70uLy/HhQsXev1cYeTIkf3RLJ11dnais7MTI0aMeNpNIYQQ8hTQngpCCBlE1O2paGlpwfr16/Haa6/BysoKL7/8MqKjo3Hr1i2N55HL5Vi0aBHGjh2LkpIS7udNTU2IjY3FlClTYGVlBScnJ3z22WdckTQAuH79OszNzfHpp58iOzsbTk5OsLKywrlz59hfMCGEkEGBZioIIWQQa21thb+/P2prazF//nw4OTnh/v37KC4uRkNDA2xtbXsd09HRgYULF6KiogL79u2Du7s7AODOnTvw8vKCXC5HVFQUbGxs8O9//xuJiYm4ffs2UlJSlM6zb98+PHz4EAsXLoSZmRlsbGz65ZoJIYQMPBRUEELIIJaRkYHLly8jKysLoaGh3M9XrlypNLug0NbWhoiICJw/fx6HDh3CzJkzufeSkpLQ0dGBqqoqWFlZAQDeffdd2NjYIDMzEzExMRg/fjz3+Rs3bqC6upqCCUIIIbT8iRBCBrOCggJMmTJFKaBQMDAwUHr98OFDhISE4OLFiygoKFAKKLq7u5Gfnw+pVAojIyP873//4/54enqiq6sLVVVVSufz9/engIIQQggAmqkghJBB7aeffoKvr6+gz65duxZtbW0oLS2Fo6Oj0nt3795Fc3MzZDIZZDKZ2uPv3r2r9PrFF1/Uq82EEEKGHgoqCCFkkFOdkdDEz88Phw4dwpYtW5CTkwMjIyPuva6uLgBASEgIIiIi1B5vb2+v9PqZZ57Rs8WEEEKGGgoqCCFkEJswYQJqa2sFfVYqlWLu3LmIjo5GTEwMvvjiCxgaPlkFO2bMGPzxj3+EXC6Hh4dHH7aYEELIUER7KgghZBALCAhAXV0dDh482Os9dRu1g4ODkZGRgf379yMuLo77uZGREQICAnDs2DFcvHix13EtLS14/Pgx28YTQggZMmimghBCBrHly5fj6NGjWLx4McrKyuDk5ISWlhYUFxdjzZo1cHNz63VMREQEHj16hFWrVsHU1BSbNm0CAGzYsAFVVVWYO3cuIiMjMXXqVPz222+ora3F0aNHceHCBVhbW/f3JRJCCBkEKKgghJBBzNTUFMePH0dycjKOHTuGvXv3wtLSEq6urpg4caLG4xYvXoy2tjYkJibCxMQEa9euxZgxY1BSUoLU1FQUFhYiJycHzz33HCZNmoTVq1fDwsKiH6+MEELIYGLQ3Nzce36cEEIIIYQQQgSiPRWEEEIIIYQQUSioIIQQQgghhIhCQQUhhBBCCCFEFAoqCCGEEEIIIaJQUEEIIYQQQggRhYIKQgghhBBCiCgUVBBCCCGEEEJEoaCCEEIIIYQQIgoFFYQQQgghhBBRKKgghBBCCCGEiPJ/4NaL7ltcVhsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clustered_assets = corr.loc[sorted_tickers, sorted_tickers]  # reorder\n",
    "fig, ax = plt.subplots(figsize=(12,10))\n",
    "sns.heatmap(clustered_assets, center = 0, cmap = cmap, ax=ax)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute Allocation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the tickers sorted according to the hierarchy induced by the clustering algorithm, HRP now proceeds to compute a top-down inverse-variance allocation that successively adjusts weights depending on the variance of the subclusters further down the tree. To this end, the algorithm uses bisectional search to allocate the variance of a cluster to its elements based on their relative riskiness."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:46.063075Z",
     "start_time": "2018-12-27T19:37:46.060910Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_cluster_var(cov, cluster_items):\n",
    "    \"\"\"Compute variance per cluster\"\"\"\n",
    "    cov_ = cov.loc[cluster_items, cluster_items]  # matrix slice\n",
    "    w_ = get_inverse_var_pf(cov_)\n",
    "    return (w_ @ cov_ @ w_).item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:46.221044Z",
     "start_time": "2018-12-27T19:37:46.206280Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_hrp_allocation(cov, tickers):\n",
    "    \"\"\"Compute top-down HRP weights\"\"\"\n",
    "\n",
    "    weights = pd.Series(1, index=tickers)\n",
    "    clusters = [tickers]  # initialize one cluster with all assets\n",
    "\n",
    "    while len(clusters) > 0:\n",
    "        # run bisectional search:\n",
    "        clusters = [c[start:stop] for c in clusters\n",
    "                    for start, stop in ((0, int(len(c) / 2)),\n",
    "                                        (int(len(c) / 2), len(c)))\n",
    "                    if len(c) > 1]\n",
    "        for i in range(0, len(clusters), 2):  # parse in pairs\n",
    "            cluster0 = clusters[i]\n",
    "            cluster1 = clusters[i + 1]\n",
    "\n",
    "            cluster0_var = get_cluster_var(cov, cluster0)\n",
    "            cluster1_var = get_cluster_var(cov, cluster1)\n",
    "\n",
    "            weight_scaler = 1 - cluster0_var / (cluster0_var + cluster1_var)\n",
    "            weights[cluster0] *= weight_scaler\n",
    "            weights[cluster1] *= 1 - weight_scaler\n",
    "    return weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:48.628765Z",
     "start_time": "2018-12-27T19:37:47.974882Z"
    }
   },
   "outputs": [],
   "source": [
    "hrp_allocation = get_hrp_allocation(cov, sorted_tickers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The resulting portfolio allocation produces weights that sum to 1 and reflect the structure present in the correlation matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:37:51.069342Z",
     "start_time": "2018-12-27T19:37:49.724055Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hrp_allocation.sort_values().plot.bar(figsize=(15,4));"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
